/* ************************************************************************ * Copyright (C) 2018-2025 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 #ifndef TESTING_RUGE_STUEBEN_AMG_HPP #define TESTING_RUGE_STUEBEN_AMG_HPP #include "utility.hpp" #include using namespace rocalution; static bool check_residual(float res) { return (res < 1e-2f); } static bool check_residual(double res) { return (res < 1e-5); } template bool testing_ruge_stueben_amg(Arguments argus) { int ndim = argus.size; int pre_iter = argus.pre_smooth; int post_iter = argus.post_smooth; std::string smoother = argus.smoother; unsigned int format = argus.format; int cycle = argus.cycle; bool scaling = argus.ordering; bool rebuildnumeric = argus.rebuildnumeric; bool disable_accelerator = !argus.use_acc; std::string coarsening_strategy = argus.coarsening_strategy; // Initialize rocALUTION platform disable_accelerator_rocalution(disable_accelerator); set_device_rocalution(device); init_rocalution(); // rocALUTION structures LocalMatrix A; LocalVector x; LocalVector b; LocalVector b2; LocalVector e; // Generate A int* csr_ptr = NULL; int* csr_col = NULL; T* csr_val = NULL; int nrow = gen_2d_laplacian(ndim, &csr_ptr, &csr_col, &csr_val); int nnz = csr_ptr[nrow]; T* csr_val2 = NULL; if(rebuildnumeric) { csr_val2 = new T[nnz]; for(int i = 0; i < nnz; i++) { csr_val2[i] = csr_val[i]; } } A.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "A", nnz, nrow, nrow); assert(csr_ptr == NULL); assert(csr_col == NULL); assert(csr_val == NULL); // Move data to accelerator if(!disable_accelerator) { A.MoveToAccelerator(); x.MoveToAccelerator(); b.MoveToAccelerator(); b2.MoveToAccelerator(); e.MoveToAccelerator(); } // Allocate x, b and e x.Allocate("x", A.GetN()); b.Allocate("b", A.GetM()); b2.Allocate("b2", A.GetM()); e.Allocate("e", A.GetN()); // b = A * 1 e.Ones(); A.Apply(e, &b); // Random initial guess x.SetRandomUniform(12345ULL, -4.0, 6.0); // Solver BiCGStab, LocalVector, T> ls; // AMG RugeStuebenAMG, LocalVector, T> p; // Setup AMG if(coarsening_strategy == "Greedy") { p.SetCoarseningStrategy(Greedy); p.SetInterpolationType(Direct); } else { p.SetCoarseningStrategy(PMIS); p.SetInterpolationType(ExtPI); } p.SetCoarsestLevel(300); p.SetCycle(cycle); p.SetOperator(A); p.SetManualSmoothers(true); p.SetManualSolver(true); p.SetStrengthThreshold(0.25f); p.SetInterpolationFF1Limit(false); p.SetScaling(scaling); p.BuildHierarchy(); // Get number of hierarchy levels int levels = p.GetNumLevels(); // Coarse grid solver BiCGStab, LocalVector, T> cgs; cgs.Verbose(0); // Smoother for each level IterativeLinearSolver, LocalVector, T>** sm = new IterativeLinearSolver, LocalVector, T>*[levels - 1]; Preconditioner, LocalVector, T>** smooth = new Preconditioner, LocalVector, T>*[levels - 1]; for(int i = 0; i < levels - 1; ++i) { FixedPoint, LocalVector, T>* fp = new FixedPoint, LocalVector, T>; sm[i] = fp; if(smoother == "Jacobi") { smooth[i] = new Jacobi, LocalVector, T>; fp->SetRelaxation(0.67); } else if(smoother == "MCGS") { smooth[i] = new MultiColoredGS, LocalVector, T>; fp->SetRelaxation(1.3); } else return false; sm[i]->SetPreconditioner(*(smooth[i])); sm[i]->Verbose(0); } p.SetSmoother(sm); p.SetSolver(cgs); p.SetSmootherPreIter(pre_iter); p.SetSmootherPostIter(post_iter); p.SetOperatorFormat(format, format == BCSR ? argus.blockdim : 1); p.InitMaxIter(1); p.Verbose(0); ls.Verbose(0); ls.SetOperator(A); ls.SetPreconditioner(p); ls.Init(1e-8, 0.0, 1e+8, 10000); ls.Build(); if(rebuildnumeric) { A.UpdateValuesCSR(csr_val2); delete[] csr_val2; // b2 = A * 1 A.Apply(e, &b2); ls.ReBuildNumeric(); } // Matrix format A.ConvertTo(format, format == BCSR ? argus.blockdim : 1); ls.Solve(rebuildnumeric ? b2 : b, &x); // Verify solution x.ScaleAdd(-1.0, e); T nrm2 = x.Norm(); bool success = check_residual(nrm2); // Clean up ls.Clear(); // TODO // Stop rocALUTION platform stop_rocalution(); disable_accelerator_rocalution(false); for(int i = 0; i < levels - 1; ++i) { delete smooth[i]; delete sm[i]; } delete[] smooth; delete[] sm; return success; } #endif // TESTING_RUGE_STUEBEN_AMG_HPP