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TheRock/rocm-libraries/projects/rocalution/clients/benchmarks/rocalution_bench_itsolver.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

266 lines
8.0 KiB
C++

/* ************************************************************************
* Copyright (C) 2022 Advanced Micro Devices, Inc. All rights Reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*
* ************************************************************************ */
#pragma once
#include "rocalution_bench_solver_results.hpp"
#include <chrono>
//
// @brief Simple struct to hold the definition of a linear system.
//
template <typename T>
struct rocalution_linear_system
{
LocalMatrix<T> A{};
LocalVector<T> B{};
LocalVector<T> X{};
LocalVector<T> S{};
};
//
// @brief Base struct for rocalution_bench.
// @details This structure is a base structure that contains the linear system to solve.
template <typename T>
struct rocalution_bench_itsolver
{
public:
using results_t = rocalution_bench_solver_results;
private:
rocalution_linear_system<T> m_linsys;
protected:
static constexpr bool s_verbose = false;
//
// @brief Import the linear system Ax=b
// @param[out]
// A matrix to import.
// @param[out]
// B right-hand-side to import.
// @param[out]
// S solution to import.
// @return true if successful, false otherwise.
//
virtual bool ImportLinearSystem(LocalMatrix<T>& A, LocalVector<T>& B, LocalVector<T>& S) = 0;
//
// @brief Presolve the linear system.
// @note This should only be call once.
//
virtual bool AnalyzeLinearSystem(LocalMatrix<T>& A, LocalVector<T>& B, LocalVector<T>& X) = 0;
//
// @brief Solve the linear system.
//
virtual bool SolveLinearSystem(LocalMatrix<T>& A,
LocalVector<T>& B,
LocalVector<T>& X,
results_t& results)
= 0;
//
// @brief Log bench results.
//
virtual bool LogBenchResults(LocalMatrix<T>& A,
LocalVector<T>& B,
LocalVector<T>& X,
LocalVector<T>& S,
results_t& results)
= 0;
//
// Compute error approximation.
//
bool ComputeErrorApproximation(const LocalVector<T>& X,
const LocalVector<T>& S,
LocalVector<T>& E,
results_t& results)
{
const auto N = X.GetSize();
E.CopyFrom(X, 0, 0, N);
E.ScaleAdd(-1.0, S);
const T nrm2 = E.Norm();
results.Set(results_t::norm_residual, nrm2);
//
// Compute some statistics about the error distribution.
//
{
E.MoveToHost();
T* v = new T[N];
for(auto i = 0; i < N; ++i)
{
v[i] = T(std::abs(E[i]));
}
std::sort(v, v + N);
results.Set(results_t::nrmmax_err, v[N - 1]);
results.Set(results_t::nrmmax95_err, v[((N - 1) * 95) / 100]);
results.Set(results_t::nrmmax75_err, v[((N - 1) * 75) / 100]);
results.Set(results_t::nrmmax50_err, v[((N - 1) * 50) / 100]);
delete[] v;
E.MoveToAccelerator();
}
return true;
};
public:
virtual ~rocalution_bench_itsolver(){};
bool Run(results_t& results)
{
#define TIC(var_) double var_ = rocalution_time()
#define TAC(var_) var_ = ((rocalution_time() - var_) / 1e3)
TIC(t_run);
//
// Import the linear system.
//
if(s_verbose)
{
std::cout << "Import linear system ..." << std::endl;
}
TIC(t_import_linear_system);
{
bool success
= this->ImportLinearSystem(this->m_linsys.A, this->m_linsys.B, this->m_linsys.S);
if(!success)
{
rocalution_bench_errmsg << "ImportLinearSystem failed." << std::endl;
return false;
}
}
TAC(t_import_linear_system);
if(s_verbose)
{
std::cout << "Import linear system done." << std::endl;
}
//
// Create unknown vector.
//
this->m_linsys.X.MoveToAccelerator();
this->m_linsys.X.Allocate("x", this->m_linsys.A.GetN());
this->m_linsys.X.Zeros();
//
// Analyze the linear system.
//
if(s_verbose)
{
std::cout << "Analyze linear system ..." << std::endl;
}
TIC(t_analyze_linear_system);
{
bool success
= this->AnalyzeLinearSystem(this->m_linsys.A, this->m_linsys.B, this->m_linsys.X);
if(!success)
{
rocalution_bench_errmsg << "AnalyzeLinearSystem failed." << std::endl;
return false;
}
}
TAC(t_analyze_linear_system);
if(s_verbose)
{
std::cout << "Analyze linear system done." << std::endl;
}
//
// Solve the linear system.
//
if(s_verbose)
{
std::cout << "Solve linear system ..." << std::endl;
}
TIC(t_solve_linear_system);
{
bool success = this->SolveLinearSystem(
this->m_linsys.A, this->m_linsys.B, this->m_linsys.X, results);
if(!success)
{
rocalution_bench_errmsg << "SolveLinearSystem failed." << std::endl;
return false;
}
}
TAC(t_solve_linear_system);
if(s_verbose)
{
std::cout << "Solve linear system done." << std::endl;
}
//
// Compute Error Approximation.
//
if(s_verbose)
{
std::cout << "Compute error approximation ..." << std::endl;
}
{
LocalVector<T> E;
E.MoveToAccelerator();
E.Allocate("e", this->m_linsys.X.GetSize());
bool success
= this->ComputeErrorApproximation(this->m_linsys.X, this->m_linsys.S, E, results);
if(!success)
{
rocalution_bench_errmsg << "ComputeErrorApproximation failed." << std::endl;
return false;
}
}
if(s_verbose)
{
std::cout << "Compute error approximation done." << std::endl;
}
TAC(t_run);
//
// LOG RESULTS.
//
results.Set(results_t::time_import, t_import_linear_system);
results.Set(results_t::time_analyze, t_analyze_linear_system);
results.Set(results_t::time_solve, t_solve_linear_system);
results.Set(results_t::time_global, t_run);
{
bool success = this->LogBenchResults(
this->m_linsys.A, this->m_linsys.B, this->m_linsys.X, this->m_linsys.S, results);
if(!success)
{
rocalution_bench_errmsg << "LogBenchResults failed." << std::endl;
return false;
}
}
return true;
}
};