292 lines
18 KiB
C++
292 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/core/Types.h"
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#include "arm_compute/runtime/CL/CLTensor.h"
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#include "arm_compute/runtime/CL/CLTensorAllocator.h"
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#include "arm_compute/runtime/CL/functions/CLElementwiseOperations.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/Asserts.h"
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#include "tests/framework/Macros.h"
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#include "tests/framework/datasets/Datasets.h"
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#include "tests/validation/Validation.h"
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#include "tests/validation/fixtures/ArithmeticOperationsFixture.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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/** Input data sets **/
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const auto ArithmeticAdditionU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataType",
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DataType::U8));
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const auto ArithmeticAdditionQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)),
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framework::dataset::make("DataType",
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DataType::QASYMM8));
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const auto ArithmeticAdditionQASYMM8SignedDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataType",
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DataType::QASYMM8_SIGNED));
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const auto ArithmeticAdditionQSYMM16Dataset = combine(combine(framework::dataset::make("DataType", DataType::QSYMM16), framework::dataset::make("DataType", DataType::QSYMM16)),
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framework::dataset::make("DataType",
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DataType::QSYMM16));
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const auto ArithmeticAdditionS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::U8, DataType::S16 }), framework::dataset::make("DataType", DataType::S16)),
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framework::dataset::make("DataType", DataType::S16));
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const auto ArithmeticAdditionFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)),
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framework::dataset::make("DataType", DataType::F16));
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const auto ArithmeticAdditionFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)),
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framework::dataset::make("DataType", DataType::F32));
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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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} // namespace
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TEST_SUITE(CL)
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TEST_SUITE(ArithmeticAddition)
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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(
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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(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(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(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("Expected", { true, true, false, false})),
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input1_info, input2_info, output_info, expected)
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{
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ARM_COMPUTE_EXPECT(bool(CLArithmeticAddition::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), ConvertPolicy::WRAP)) == 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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/** Validate fused activation expecting the following behaviours:
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*
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* - Fused activation with float data type should succeed
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* - Fused activation with quantized data type should fail
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*
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*/
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TEST_CASE(FusedActivation, framework::DatasetMode::ALL)
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{
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auto input = TensorInfo{ TensorShape(2U, 2U), 1, DataType::F32 };
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auto output = TensorInfo{ TensorShape(2U, 2U), 1, DataType::F32 };
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Status result{};
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const auto act_info = ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU);
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// Fused-activation float type
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result = CLArithmeticAddition::validate(&input, &input, &output, ConvertPolicy::WRAP, act_info);
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ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS);
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// Fused-activation quantized type
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input.set_data_type(DataType::QASYMM8);
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output.set_data_type(DataType::QASYMM8);
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result = CLArithmeticAddition::validate(&input, &input, &output, ConvertPolicy::WRAP, act_info);
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ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS);
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}
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template <typename T>
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using CLArithmeticAdditionFixture = ArithmeticAdditionValidationFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
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TEST_SUITE(Integer)
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TEST_SUITE(U8)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ArithmeticAdditionU8Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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TEST_SUITE_END() // U8
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TEST_SUITE(S16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ArithmeticAdditionS16Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLArithmeticAdditionFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ArithmeticAdditionS16Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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TEST_SUITE_END() // S16
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TEST_SUITE_END() // Integer
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template <typename T>
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using CLArithmeticAdditionQuantizedFixture = ArithmeticAdditionValidationQuantizedFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
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TEST_SUITE(Quantized)
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TEST_SUITE(QASYMM8)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
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ArithmeticAdditionQASYMM8Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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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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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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template <typename T>
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using CLArithmeticAdditionBroadcastQuantizedFixture = ArithmeticAdditionValidationQuantizedBroadcastFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
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FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLArithmeticAdditionBroadcastQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapesBroadcast(),
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ArithmeticAdditionQASYMM8Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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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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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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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, CLArithmeticAdditionQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
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ArithmeticAdditionQASYMM8SignedDataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 10) })),
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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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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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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, CLArithmeticAdditionQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(),
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ArithmeticAdditionQSYMM16Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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TEST_SUITE_END() // QSYMM16
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TEST_SUITE_END() // Quantized
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template <typename T>
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using CLArithmeticAdditionFloatFixture = ArithmeticAdditionValidationFloatFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
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TEST_SUITE(Float)
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TEST_SUITE(FP16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ArithmeticAdditionFP16Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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EmptyActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunWithActivation, CLArithmeticAdditionFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ArithmeticAdditionFP16Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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ActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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TEST_SUITE_END() // FP16
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TEST_SUITE(FP32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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EmptyActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunWithActivation, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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ActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLArithmeticAdditionFloatFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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EmptyActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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template <typename T>
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using CLArithmeticAdditionBroadcastFloatFixture = ArithmeticAdditionBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLArithmeticAddition, T>;
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FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapesBroadcast(),
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ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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EmptyActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(),
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ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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ActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, CLArithmeticAdditionBroadcastFloatFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapesBroadcast(),
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ArithmeticAdditionFP32Dataset),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })),
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EmptyActivationFunctionsDataset))
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{
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// Validate output
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validate(CLAccessor(_target), _reference);
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}
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TEST_SUITE_END() // FP32
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TEST_SUITE_END() // Float
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TEST_SUITE_END() // ArithmeticAddition
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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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