263 lines
9.5 KiB
C++
263 lines
9.5 KiB
C++
/*
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* Copyright (c) 2018-2020 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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#ifndef ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE
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#define ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE
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#include "arm_compute/core/TensorShape.h"
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#include "arm_compute/core/Types.h"
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#include "tests/AssetsLibrary.h"
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#include "tests/Globals.h"
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#include "tests/IAccessor.h"
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#include "tests/framework/Asserts.h"
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#include "tests/framework/Fixture.h"
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#include "tests/validation/reference/ElementWiseUnary.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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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class ElementWiseUnaryValidationFixture : public framework::Fixture
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{
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public:
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template <typename...>
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void setup(TensorShape input_shape, DataType input_data_type, bool in_place, ElementWiseUnary op)
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{
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_op = op;
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_target = compute_target(input_shape, input_data_type, in_place);
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_reference = compute_reference(input_shape, input_data_type);
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}
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protected:
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template <typename U>
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void fill(U &&tensor, int i, DataType data_type)
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{
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switch(_op)
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{
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case ElementWiseUnary::EXP:
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{
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std::uniform_real_distribution<> distribution(-1.0f, 1.0f);
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library->fill(tensor, distribution, i);
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break;
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}
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case ElementWiseUnary::RSQRT:
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{
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std::uniform_real_distribution<> distribution(1.0f, 2.0f);
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library->fill(tensor, distribution, i);
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break;
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}
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case ElementWiseUnary::ABS:
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case ElementWiseUnary::NEG:
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{
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switch(data_type)
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{
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case DataType::F32:
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case DataType::F16:
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{
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std::uniform_real_distribution<> distribution(-2.0f, 2.0f);
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library->fill(tensor, distribution, i);
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break;
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}
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case DataType::S32:
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{
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std::uniform_int_distribution<int32_t> distribution(-100, 100);
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library->fill(tensor, distribution, i);
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break;
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}
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default:
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ARM_COMPUTE_ERROR("DataType for Elementwise Negation Not implemented");
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}
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break;
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}
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case ElementWiseUnary::LOG:
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{
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std::uniform_real_distribution<> distribution(0.0000001f, 100.0f);
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library->fill(tensor, distribution, i);
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break;
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}
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case ElementWiseUnary::SIN:
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{
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std::uniform_real_distribution<> distribution(-100.00f, 100.00f);
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library->fill(tensor, distribution, i);
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break;
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}
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case ElementWiseUnary::ROUND:
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{
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std::uniform_real_distribution<> distribution(100.0f, -100.0f);
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library->fill(tensor, distribution, i);
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break;
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}
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default:
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ARM_COMPUTE_ERROR("Not implemented");
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}
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}
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TensorType compute_target(const TensorShape &shape, DataType data_type, bool in_place)
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{
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// Create tensors
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TensorType src = create_tensor<TensorType>(shape, data_type);
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TensorType dst = create_tensor<TensorType>(shape, data_type);
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TensorType *actual_dst = in_place ? &src : &dst;
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// Create and configure function
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FunctionType elwiseunary_layer;
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elwiseunary_layer.configure(&src, actual_dst);
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ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
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src.allocator()->allocate();
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ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS);
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if(!in_place)
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{
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ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
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dst.allocator()->allocate();
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ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS);
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}
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// Fill tensors
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fill(AccessorType(src), 0, data_type);
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// Compute function
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elwiseunary_layer.run();
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if(in_place)
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{
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return src;
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}
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else
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{
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return dst;
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}
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}
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SimpleTensor<T> compute_reference(const TensorShape &shape, DataType data_type)
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{
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// Create reference
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SimpleTensor<T> src{ shape, data_type };
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// Fill reference
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fill(src, 0, data_type);
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return reference::elementwise_unary<T>(src, _op);
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}
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TensorType _target{};
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SimpleTensor<T> _reference{};
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ElementWiseUnary _op{};
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class RsqrtValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::RSQRT);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class ExpValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::EXP);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class NegValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::NEG);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class NegValidationInPlaceFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type, bool in_place)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, in_place, ElementWiseUnary::NEG);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class LogValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::LOG);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class AbsValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::ABS);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class SinValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::SIN);
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}
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};
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template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
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class RoundValidationFixture : public ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>
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{
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public:
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template <typename...>
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void setup(const TensorShape &shape, DataType data_type)
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{
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ElementWiseUnaryValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, data_type, false, ElementWiseUnary::ROUND);
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}
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};
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} // namespace validation
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} // namespace test
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} // namespace arm_compute
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#endif /* ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE */
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