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232 lines
6.7 KiB
C++
232 lines
6.7 KiB
C++
/* ************************************************************************
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* Copyright (C) 2021 Advanced Micro Devices, Inc. All rights Reserved.
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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
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* all 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
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* THE SOFTWARE.
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*
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* ************************************************************************ */
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#include <cstdlib>
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#include <iostream>
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#include <rocalution/rocalution.hpp>
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using namespace rocalution;
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int main(int argc, char* argv[])
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{
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// Check command line parameters
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if(argc == 1)
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{
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std::cerr << argv[0] << " <matrix> [Num threads]" << std::endl;
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exit(1);
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}
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// Initialize rocALUTION
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init_rocalution();
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// Check command line parameters for number of OMP threads
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if(argc > 2)
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{
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set_omp_threads_rocalution(atoi(argv[2]));
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}
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// Print rocALUTION info
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info_rocalution();
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// rocALUTION objects
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LocalVector<double> x;
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LocalVector<double> rhs;
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LocalVector<double> e;
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LocalMatrix<double> mat;
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// Read matrix from MTX file
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mat.ReadFileMTX(std::string(argv[1]));
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// Allocate vectors
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x.Allocate("x", mat.GetN());
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rhs.Allocate("rhs", mat.GetM());
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e.Allocate("e", mat.GetN());
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// Initialize rhs such that A 1 = rhs
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e.Ones();
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mat.Apply(e, &rhs);
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// Initial zero guess
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x.Zeros();
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// Time measurement
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double tick, tack, start, end;
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// Start time measurement
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tick = rocalution_time();
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start = rocalution_time();
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// Linear Solver
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SAAMG<LocalMatrix<double>, LocalVector<double>, double> ls;
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// Set solver operator
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ls.SetOperator(mat);
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// Set coupling strength
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ls.SetCouplingStrength(0.001);
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// Set maximal number of unknowns on coarsest level
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ls.SetCoarsestLevel(200);
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// Set relaxation parameter for smoothed interpolation aggregation
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ls.SetInterpRelax(2. / 3.);
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// Set manual smoothers
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ls.SetManualSmoothers(true);
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// Set manual course grid solver
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ls.SetManualSolver(true);
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// Set grid transfer scaling
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ls.SetScaling(true);
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// Set coarsening strategy
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ls.SetCoarseningStrategy(CoarseningStrategy::Greedy);
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//ls.SetCoarseningStrategy(CoarseningStrategy::PMIS);
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// Move solver to the accelerator
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mat.MoveToAccelerator();
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x.MoveToAccelerator();
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rhs.MoveToAccelerator();
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e.MoveToAccelerator();
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ls.MoveToAccelerator();
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// Build AMG hierarchy
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ls.BuildHierarchy();
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// Stop build hierarchy time measurement
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tack = rocalution_time();
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std::cout << "Build Hierarchy took: " << (tack - tick) / 1e6 << " sec" << std::endl;
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// Start smoother time measurement
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tick = rocalution_time();
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// Obtain number of AMG levels
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int levels = ls.GetNumLevels();
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// Coarse Grid Solver
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CG<LocalMatrix<double>, LocalVector<double>, double> cgs;
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cgs.Verbose(0);
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// Smoother for each level
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IterativeLinearSolver<LocalMatrix<double>, LocalVector<double>, double>** sm
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= new IterativeLinearSolver<LocalMatrix<double>, LocalVector<double>, double>*[levels - 1];
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Preconditioner<LocalMatrix<double>, LocalVector<double>, double>** p
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= new Preconditioner<LocalMatrix<double>, LocalVector<double>, double>*[levels - 1];
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std::string preconditioner = "Jacobi";
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// Initialize smoother for each level
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for(int i = 0; i < levels - 1; ++i)
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{
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FixedPoint<LocalMatrix<double>, LocalVector<double>, double>* fp;
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fp = new FixedPoint<LocalMatrix<double>, LocalVector<double>, double>;
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fp->SetRelaxation(1.3);
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sm[i] = fp;
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if(preconditioner == "GS")
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{
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p[i] = new GS<LocalMatrix<double>, LocalVector<double>, double>;
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}
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else if(preconditioner == "SGS")
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{
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p[i] = new SGS<LocalMatrix<double>, LocalVector<double>, double>;
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}
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else if(preconditioner == "ILU")
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{
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p[i] = new ILU<LocalMatrix<double>, LocalVector<double>, double>;
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}
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else if(preconditioner == "IC")
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{
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p[i] = new IC<LocalMatrix<double>, LocalVector<double>, double>;
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}
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else
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{
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p[i] = new Jacobi<LocalMatrix<double>, LocalVector<double>, double>;
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}
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sm[i]->SetPreconditioner(*p[i]);
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sm[i]->Verbose(0);
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}
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// Pass smoother and coarse grid solver to AMG
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ls.SetSmoother(sm);
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ls.SetSolver(cgs);
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// Set number of pre and post smoothing steps
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ls.SetSmootherPreIter(1);
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ls.SetSmootherPostIter(2);
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// Initialize solver tolerances
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ls.Init(1e-10, 1e-8, 1e+8, 10000);
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// Verbosity output
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ls.Verbose(2);
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// Build solver
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ls.Build();
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// Move solver to the accelerator
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mat.MoveToAccelerator();
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x.MoveToAccelerator();
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rhs.MoveToAccelerator();
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e.MoveToAccelerator();
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ls.MoveToAccelerator();
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// Print matrix info
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mat.Info();
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// Stop building time measurement
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tack = rocalution_time();
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std::cout << "Build took: " << (tack - tick) / 1e6 << " sec" << std::endl;
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// Start solving time measurement
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tick = rocalution_time();
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// Solve A x = rhs
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ls.Solve(rhs, &x);
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// Stop solving time measurement
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tack = rocalution_time();
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std::cout << "Solving took: " << (tack - tick) / 1e6 << " sec" << std::endl;
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// Clear the solver
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ls.Clear();
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// Free all allocated data
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for(int i = 0; i < levels - 1; ++i)
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{
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delete p[i];
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delete sm[i];
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}
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delete[] p;
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delete[] sm;
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// End time measurement
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end = rocalution_time();
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std::cout << "Total runtime: " << (end - start) / 1e6 << " sec" << std::endl;
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// Compute error L2 norm
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e.ScaleAdd(-1.0, x);
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double error = e.Norm();
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std::cout << "||e - x||_2 = " << error << std::endl;
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// Stop rocALUTION platform
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stop_rocalution();
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return 0;
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}
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