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286 lines
10 KiB
C++
286 lines
10 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (c) 2024 Advanced Micro Devices, Inc.
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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 deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* 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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*******************************************************************************/
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#pragma once
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#include <set>
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#include <unordered_map>
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#include <miopen/conv/solvers.hpp>
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#include <miopen/conv/problem_description.hpp>
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#include "gtest_common.hpp"
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#include "unit_conv_ConvolutionDescriptor.hpp"
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#include "unit_TensorDescriptor.hpp"
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namespace miopen {
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namespace unit_tests {
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// Enum class to represent all compute types including TF32
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enum class TestDataType
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{
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I8,
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FP8,
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BF8,
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FP16,
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BF16,
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FP32,
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TF32,
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FP64,
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I64
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};
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// Helper function to convert TestDataType to miopenDataType_t
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constexpr miopenDataType_t GetDataType(TestDataType type)
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{
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constexpr miopenDataType_t type_map[] = {
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miopenInt8,
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miopenFloat8_fnuz,
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miopenBFloat8_fnuz,
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miopenHalf,
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miopenBFloat16,
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miopenFloat,
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miopenFloat,
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miopenDouble,
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miopenInt64,
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};
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return type_map[static_cast<int>(type)];
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}
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//************************************************************************************
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// ConvTestCase
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//************************************************************************************
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struct ConvTestCase
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{
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ConvTestCase();
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ConvTestCase(std::vector<size_t>&& x,
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std::vector<size_t>&& w,
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std::vector<int>&& pad,
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std::vector<int>&& stride,
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std::vector<int>&& dilation,
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miopenDataType_t type);
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ConvTestCase(std::vector<size_t>&& x,
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std::vector<size_t>&& w,
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std::vector<int>&& pad,
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std::vector<int>&& stride,
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std::vector<int>&& dilation,
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int groups,
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miopenDataType_t type);
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ConvTestCase(std::vector<size_t>&& x,
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std::vector<size_t>&& w,
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std::vector<int>&& pad,
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std::vector<int>&& stride,
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std::vector<int>&& dilation,
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miopenDataType_t type_x,
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miopenDataType_t type_w,
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miopenDataType_t type_y);
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ConvTestCase(TensorDescriptorParams&& x,
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TensorDescriptorParams&& w,
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miopenDataType_t type_y,
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ConvolutionDescriptorParams&& conv);
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miopen::TensorDescriptor GetXTensorDescriptor() const;
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miopen::TensorDescriptor GetWTensorDescriptor() const;
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miopenDataType_t GetXDataType() const;
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miopenDataType_t GetWDataType() const;
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miopenDataType_t GetYDataType() const;
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miopen::ConvolutionDescriptor GetConv() const;
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miopen::conv::ProblemDescription GetProblemDescription(miopen::conv::Direction direction) const;
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friend std::ostream& operator<<(std::ostream& os, const ConvTestCase& tc);
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private:
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TensorDescriptorParams x;
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TensorDescriptorParams w;
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miopenDataType_t type_y;
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ConvolutionDescriptorParams conv;
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};
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//************************************************************************************
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// Unit test for convolution solver
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//************************************************************************************
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struct Tolerances
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{
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void Set(Gpu gpu, miopenDataType_t type, float value);
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float Get(Gpu gpu, miopenDataType_t type) const;
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friend std::ostream& operator<<(std::ostream& os, const Tolerances& t);
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private:
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static uint64_t GetKey(Gpu gpu, miopenDataType_t type);
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std::unordered_map<uint64_t, float> values;
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};
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struct UnitTestConvSolverParams
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{
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UnitTestConvSolverParams();
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UnitTestConvSolverParams(Gpu supported_devs_);
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void UseCpuRef();
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void UseGpuRef();
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void EnableDeprecatedSolvers();
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void Tunable(std::size_t iterations_max);
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void CheckXnackDisabled();
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void SetConvAttrFp16Alt(uint64_t value);
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void SetTolerance(Gpu gpu, miopenDataType_t type, float value);
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void ExcludeDevice(std::string_view name);
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void UsesCKDynamicLib();
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friend std::ostream& operator<<(std::ostream& os, const UnitTestConvSolverParams& p);
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Gpu supported_devs;
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bool use_cpu_ref;
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bool use_gpu_ref;
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bool tunable;
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bool check_xnack_disabled;
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std::size_t tuning_iterations_max;
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std::optional<uint64_t> conv_attr_fp16_alt;
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bool uses_ck_dynamic_lib;
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Tolerances tolerances;
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std::set<std::string, std::less<>> excluded_devices;
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};
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class UnitTestConvSolverBase
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{
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public:
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void RunTestImpl(const miopen::solver::conv::ConvSolverInterface& solver,
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const UnitTestConvSolverParams& params,
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miopen::conv::Direction direction,
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const ConvTestCase& conv_config,
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miopenConvAlgorithm_t algo);
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protected:
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void SetUpImpl(const UnitTestConvSolverParams& params);
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};
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template <miopen::conv::Direction direction>
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class UnitTestConvSolver
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: public UnitTestConvSolverBase,
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public ::testing::TestWithParam<
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std::tuple<UnitTestConvSolverParams, miopenConvAlgorithm_t, ConvTestCase>>
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{
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public:
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void RunTest(const miopen::solver::conv::ConvSolverInterface& solver)
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{
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UnitTestConvSolverParams params;
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miopenConvAlgorithm_t algo;
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ConvTestCase conv_config;
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std::tie(params, algo, conv_config) = GetParam();
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this->RunTestImpl(solver, params, direction, conv_config, algo);
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}
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protected:
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void SetUp() override
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{
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UnitTestConvSolverParams params;
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std::tie(params, std::ignore, std::ignore) = GetParam();
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this->SetUpImpl(params);
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}
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};
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using UnitTestConvSolverFwd = UnitTestConvSolver<miopen::conv::Direction::Forward>;
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using UnitTestConvSolverBwd = UnitTestConvSolver<miopen::conv::Direction::BackwardData>;
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using UnitTestConvSolverWrw = UnitTestConvSolver<miopen::conv::Direction::BackwardWeights>;
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//************************************************************************************
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// This test is designed to detect the expansion of the solver's device applicability
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//************************************************************************************
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class UnitTestConvSolverDevApplicabilityBase
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{
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public:
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void RunTestImpl(const miopen::solver::conv::ConvSolverInterface& solver,
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const UnitTestConvSolverParams& params,
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miopen::conv::Direction direction,
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const ConvTestCase& conv_config);
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};
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template <miopen::conv::Direction direction>
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class UnitTestConvSolverDevApplicability
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: public UnitTestConvSolverDevApplicabilityBase,
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public ::testing::TestWithParam<std::tuple<UnitTestConvSolverParams, ConvTestCase>>
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{
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public:
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void RunTest(const miopen::solver::conv::ConvSolverInterface& solver)
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{
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UnitTestConvSolverParams params;
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ConvTestCase conv_config;
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std::tie(params, conv_config) = GetParam();
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this->RunTestImpl(solver, params, direction, conv_config);
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}
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};
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using UnitTestConvSolverDevApplicabilityFwd =
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UnitTestConvSolverDevApplicability<miopen::conv::Direction::Forward>;
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using UnitTestConvSolverDevApplicabilityBwd =
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UnitTestConvSolverDevApplicability<miopen::conv::Direction::BackwardData>;
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using UnitTestConvSolverDevApplicabilityWrw =
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UnitTestConvSolverDevApplicability<miopen::conv::Direction::BackwardWeights>;
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} // namespace unit_tests
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} // namespace miopen
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//************************************************************************************
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// Unit test for convolution solver
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//************************************************************************************
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using GPU_UnitTestConvSolverFwd_FP16 = miopen::unit_tests::UnitTestConvSolverFwd;
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using GPU_UnitTestConvSolverBwd_FP16 = miopen::unit_tests::UnitTestConvSolverBwd;
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using GPU_UnitTestConvSolverWrw_FP16 = miopen::unit_tests::UnitTestConvSolverWrw;
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using GPU_UnitTestConvSolverFwd_BFP16 = miopen::unit_tests::UnitTestConvSolverFwd;
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using GPU_UnitTestConvSolverBwd_BFP16 = miopen::unit_tests::UnitTestConvSolverBwd;
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using GPU_UnitTestConvSolverWrw_BFP16 = miopen::unit_tests::UnitTestConvSolverWrw;
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using GPU_UnitTestConvSolverFwd_FP32 = miopen::unit_tests::UnitTestConvSolverFwd;
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using GPU_UnitTestConvSolverBwd_FP32 = miopen::unit_tests::UnitTestConvSolverBwd;
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using GPU_UnitTestConvSolverWrw_FP32 = miopen::unit_tests::UnitTestConvSolverWrw;
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using GPU_UnitTestConvSolverFwd_TF32 = miopen::unit_tests::UnitTestConvSolverFwd;
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using GPU_UnitTestConvSolverBwd_TF32 = miopen::unit_tests::UnitTestConvSolverBwd;
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using GPU_UnitTestConvSolverWrw_TF32 = miopen::unit_tests::UnitTestConvSolverWrw;
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using GPU_UnitTestConvSolverFwd_I8 = miopen::unit_tests::UnitTestConvSolverFwd;
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using GPU_UnitTestConvSolverBwd_I8 = miopen::unit_tests::UnitTestConvSolverBwd;
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using GPU_UnitTestConvSolverWrw_I8 = miopen::unit_tests::UnitTestConvSolverWrw;
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//************************************************************************************
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// This test is designed to detect the expansion of the solver's device applicability
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//************************************************************************************
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using CPU_UnitTestConvSolverDevApplicabilityFwd_NONE =
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miopen::unit_tests::UnitTestConvSolverDevApplicabilityFwd;
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using CPU_UnitTestConvSolverDevApplicabilityBwd_NONE =
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miopen::unit_tests::UnitTestConvSolverDevApplicabilityBwd;
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using CPU_UnitTestConvSolverDevApplicabilityWrw_NONE =
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miopen::unit_tests::UnitTestConvSolverDevApplicabilityWrw;
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