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| 1 | +/** |
| 2 | + * @file sysGmres.cpp |
| 3 | + * @author Kakeru Ueda (ueda.k.2290@m.isct.ac.jp) |
| 4 | + * @brief Example of solving a linear system with GMRES using SystemSolver. |
| 5 | + */ |
| 6 | + |
| 7 | +#include <iomanip> |
| 8 | +#include <iostream> |
| 9 | +#include <string> |
| 10 | + |
| 11 | +#include "ExampleHelper.hpp" |
| 12 | +#include <resolve/SystemSolver.hpp> |
| 13 | +#include <resolve/matrix/Csr.hpp> |
| 14 | +#include <resolve/matrix/io.hpp> |
| 15 | +#include <resolve/utilities/params/CliOptions.hpp> |
| 16 | +#include <resolve/vector/Vector.hpp> |
| 17 | +#include <resolve/workspace/LinAlgWorkspace.hpp> |
| 18 | + |
| 19 | +// Uses ReSolve data types |
| 20 | +using namespace ReSolve; |
| 21 | +using namespace ReSolve::examples; |
| 22 | +using namespace ReSolve::memory; |
| 23 | +using vector_type = ReSolve::vector::Vector; |
| 24 | + |
| 25 | +/// Prints help message describing system usage |
| 26 | +void printHelpInfo() |
| 27 | +{ |
| 28 | + std::cout << "\nsysGmres.exe loads a linear system from files and solves it using GMRES.\n\n"; |
| 29 | + std::cout << "Usage:\n\t./"; |
| 30 | + std::cout << "sysGmres.exe -m <matrix file> -r <rhs file>\n\n"; |
| 31 | + std::cout << "Optional features:\n"; |
| 32 | + std::cout << "\t-b <cpu|cuda|hip> \tSelects hardware backend.\n"; |
| 33 | + std::cout << "\t-h \tPrints this message.\n"; |
| 34 | + std::cout << "\t-i <iter method> \tIterative method: randgmres or fgmres (default 'randgmres').\n"; |
| 35 | + std::cout << "\t-g <gs method> \tGram-Schmidt method: cgs1, cgs2, or mgs (default 'cgs2').\n"; |
| 36 | + std::cout << "\t-s <sketching method> \tSketching method: count or fwht (default 'count')\n"; |
| 37 | + std::cout << "\t-x <flexible> \tEnable flexible: yes or no (default 'yes')\n\n"; |
| 38 | +} |
| 39 | + |
| 40 | +// |
| 41 | +// Forward declarations of functions |
| 42 | +// |
| 43 | + |
| 44 | +/** |
| 45 | + * @brief Example of solving a linear system with GMRES using SystemSolver. |
| 46 | + * |
| 47 | + * @tparam workspace_type - Type of the workspace to use |
| 48 | + * @param[in] argc - Number of command line arguments |
| 49 | + * @param[in] argv - Command line arguments |
| 50 | + * @return 0 if the example ran successfully, 1 otherwise |
| 51 | + */ |
| 52 | +template <class workspace_type> |
| 53 | +static int sysGmres(int argc, char* argv[]); |
| 54 | + |
| 55 | +/// Checks if inputs for GMRES are valid, otherwise sets defaults |
| 56 | +static void processInputs(std::string& method, |
| 57 | + std::string& gs, |
| 58 | + std::string& sketch, |
| 59 | + std::string& flexible); |
| 60 | + |
| 61 | +/// Main function selects example to be run |
| 62 | +int main(int argc, char* argv[]) |
| 63 | +{ |
| 64 | + CliOptions options(argc, argv); |
| 65 | + |
| 66 | + bool is_help = options.hasKey("-h"); |
| 67 | + if (is_help) |
| 68 | + { |
| 69 | + printHelpInfo(); |
| 70 | + return 0; |
| 71 | + } |
| 72 | + |
| 73 | + auto opt = options.getParamFromKey("-b"); |
| 74 | + if (!opt) |
| 75 | + { |
| 76 | + std::cout << "No backend option provided. Defaulting to CPU.\n"; |
| 77 | + return sysGmres<ReSolve::LinAlgWorkspaceCpu>(argc, argv); |
| 78 | + } |
| 79 | +#ifdef RESOLVE_USE_CUDA |
| 80 | + else if (opt->second == "cuda") |
| 81 | + { |
| 82 | + return sysGmres<ReSolve::LinAlgWorkspaceCUDA>(argc, argv); |
| 83 | + } |
| 84 | +#endif |
| 85 | +#ifdef RESOLVE_USE_HIP |
| 86 | + else if (opt->second == "hip") |
| 87 | + { |
| 88 | + return sysGmres<ReSolve::LinAlgWorkspaceHIP>(argc, argv); |
| 89 | + } |
| 90 | +#endif |
| 91 | + else if (opt->second == "cpu") |
| 92 | + { |
| 93 | + return sysGmres<ReSolve::LinAlgWorkspaceCpu>(argc, argv); |
| 94 | + } |
| 95 | + else |
| 96 | + { |
| 97 | + std::cout << "Re::Solve is not build with support for " << opt->second; |
| 98 | + std::cout << " backend.\n"; |
| 99 | + return 1; |
| 100 | + } |
| 101 | + |
| 102 | + return 0; |
| 103 | +} |
| 104 | + |
| 105 | +// |
| 106 | +// Definitions of functions |
| 107 | +// |
| 108 | + |
| 109 | +template <class workspace_type> |
| 110 | +int sysGmres(int argc, char* argv[]) |
| 111 | +{ |
| 112 | + // return_code is used as a failure flag. |
| 113 | + int return_code = 0; |
| 114 | + int status = 0; |
| 115 | + |
| 116 | + // Collect all CLI |
| 117 | + CliOptions options(argc, argv); |
| 118 | + |
| 119 | + bool is_help = options.hasKey("-h"); |
| 120 | + if (is_help) |
| 121 | + { |
| 122 | + printHelpInfo(); |
| 123 | + return 0; |
| 124 | + } |
| 125 | + |
| 126 | + // Read matrix file |
| 127 | + auto opt = options.getParamFromKey("-m"); |
| 128 | + std::string matrix_pathname(""); |
| 129 | + if (opt) |
| 130 | + { |
| 131 | + matrix_pathname = opt->second; |
| 132 | + } |
| 133 | + else |
| 134 | + { |
| 135 | + std::cout << "Incorrect input!\n"; |
| 136 | + printHelpInfo(); |
| 137 | + return 1; |
| 138 | + } |
| 139 | + |
| 140 | + // Read right-hand-side vector file |
| 141 | + std::string rhs_pathname(""); |
| 142 | + opt = options.getParamFromKey("-r"); |
| 143 | + if (opt) |
| 144 | + { |
| 145 | + rhs_pathname = opt->second; |
| 146 | + } |
| 147 | + else |
| 148 | + { |
| 149 | + std::cout << "Incorrect input!\n"; |
| 150 | + printHelpInfo(); |
| 151 | + return 1; |
| 152 | + } |
| 153 | + |
| 154 | + // Read GMRES-related options |
| 155 | + opt = options.getParamFromKey("-i"); |
| 156 | + std::string method = opt ? (*opt).second : "randgmres"; |
| 157 | + |
| 158 | + opt = options.getParamFromKey("-g"); |
| 159 | + std::string gs = opt ? (*opt).second : "cgs2"; |
| 160 | + |
| 161 | + opt = options.getParamFromKey("-s"); |
| 162 | + std::string sketch = opt ? (*opt).second : "count"; |
| 163 | + |
| 164 | + opt = options.getParamFromKey("-x"); |
| 165 | + std::string flexible = opt ? (*opt).second : "yes"; |
| 166 | + |
| 167 | + processInputs(method, gs, sketch, flexible); |
| 168 | + |
| 169 | + std::cout << "Matrix file: " << matrix_pathname << "\n" |
| 170 | + << "RHS file: " << rhs_pathname << "\n"; |
| 171 | + |
| 172 | + // Create workspace |
| 173 | + workspace_type workspace; |
| 174 | + workspace.initializeHandles(); |
| 175 | + |
| 176 | + // Create a helper object (computing errors, printing summaries, etc.) |
| 177 | + ExampleHelper<workspace_type> helper(workspace); |
| 178 | + std::string hw_backend = helper.getHardwareBackend(); |
| 179 | + std::cout << "sysGmres with " << hw_backend << " backend\n"; |
| 180 | + |
| 181 | + // Set memory space |
| 182 | + MemorySpace memspace = helper.getMemspace(); |
| 183 | + |
| 184 | + // Set solver |
| 185 | + SystemSolver solver(&workspace, |
| 186 | + "none", |
| 187 | + "none", |
| 188 | + method, |
| 189 | + "ilu0", |
| 190 | + "none"); |
| 191 | + |
| 192 | + solver.setGramSchmidtMethod(gs); |
| 193 | + |
| 194 | + // Read and open matrix and right-hand-side vector |
| 195 | + std::ifstream mat_file(matrix_pathname); |
| 196 | + if (!mat_file.is_open()) |
| 197 | + { |
| 198 | + std::cout << "Failed to open matrix file: " << matrix_pathname << "\n"; |
| 199 | + return 1; |
| 200 | + } |
| 201 | + std::ifstream rhs_file(rhs_pathname); |
| 202 | + if (!rhs_file.is_open()) |
| 203 | + { |
| 204 | + std::cout << "Failed to open RHS file: " << rhs_pathname << "\n"; |
| 205 | + return 1; |
| 206 | + } |
| 207 | + |
| 208 | + bool is_expand_symmetric = true; |
| 209 | + |
| 210 | + // Load system matrix and RHS vector from input files |
| 211 | + matrix::Csr* A = io::createCsrFromFile(mat_file, is_expand_symmetric); |
| 212 | + vector_type* vec_rhs = io::createVectorFromFile(rhs_file); |
| 213 | + |
| 214 | + // Create solution vector |
| 215 | + vector_type* vec_x = new vector_type(A->getNumRows()); |
| 216 | + vec_x->allocate(memspace); |
| 217 | + |
| 218 | + if (memspace == memory::DEVICE) |
| 219 | + { |
| 220 | + // Copy data to the device |
| 221 | + A->syncData(memspace); |
| 222 | + vec_rhs->syncData(memspace); |
| 223 | + } |
| 224 | + |
| 225 | + mat_file.close(); |
| 226 | + rhs_file.close(); |
| 227 | + |
| 228 | + // Set iterative solver options |
| 229 | + solver.getIterativeSolver().setCliParam("maxit", "2500"); |
| 230 | + solver.getIterativeSolver().setCliParam("tol", "1e-12"); |
| 231 | + |
| 232 | + status = solver.setMatrix(A); |
| 233 | + std::cout << "solver.setMatrix returned status: " << status << "\n"; |
| 234 | + if (status != 0) |
| 235 | + { |
| 236 | + return_code = 1; |
| 237 | + } |
| 238 | + |
| 239 | + // Set GMRES solver options |
| 240 | + if (method == "randgmres") |
| 241 | + { |
| 242 | + solver.setSketchingMethod(sketch); |
| 243 | + } |
| 244 | + solver.getIterativeSolver().setCliParam("flexible", flexible); |
| 245 | + solver.getIterativeSolver().setCliParam("restart", "200"); |
| 246 | + |
| 247 | + // Set up the preconditioner |
| 248 | + if (return_code == 0) |
| 249 | + { |
| 250 | + status = solver.preconditionerSetup(); |
| 251 | + std::cout << "solver.preconditionerSetup returned status: " << status << "\n"; |
| 252 | + if (status != 0) |
| 253 | + { |
| 254 | + return_code = 1; |
| 255 | + } |
| 256 | + } |
| 257 | + |
| 258 | + // Solve the system |
| 259 | + if (return_code == 0) |
| 260 | + { |
| 261 | + status = solver.solve(vec_rhs, vec_x); |
| 262 | + std::cout << "solver.solve returned status: " << status << "\n"; |
| 263 | + if (status != 0) |
| 264 | + { |
| 265 | + return_code = 1; |
| 266 | + } |
| 267 | + } |
| 268 | + |
| 269 | + if (return_code == 0) |
| 270 | + { |
| 271 | + helper.resetSystem(A, vec_rhs, vec_x); |
| 272 | + |
| 273 | + // Get reference to iterative solver and print results |
| 274 | + LinSolverIterative& iter_solver = solver.getIterativeSolver(); |
| 275 | + helper.printIterativeSolverSummary(&iter_solver); |
| 276 | + } |
| 277 | + |
| 278 | + // Free matrix/vector objects. |
| 279 | + delete A; |
| 280 | + delete vec_rhs; |
| 281 | + delete vec_x; |
| 282 | + |
| 283 | + return return_code; |
| 284 | +} |
| 285 | + |
| 286 | +void processInputs(std::string& method, std::string& gs, std::string& sketch, std::string& flexible) |
| 287 | +{ |
| 288 | + if (method == "randgmres") |
| 289 | + { |
| 290 | + if ((sketch != "count") && (sketch != "fwht")) |
| 291 | + { |
| 292 | + std::cout << "Sketching method " << sketch << " not recognized.\n"; |
| 293 | + std::cout << "Setting sketch to the default (count).\n\n"; |
| 294 | + sketch = "count"; |
| 295 | + } |
| 296 | + } |
| 297 | + |
| 298 | + if ((method != "randgmres") && (method != "fgmres")) |
| 299 | + { |
| 300 | + std::cout << "Iterative method " << method << " not recognized.\n"; |
| 301 | + std::cout << "Setting iterative solver method to the default (RANDGMRES).\n\n"; |
| 302 | + method = "randgmres"; |
| 303 | + } |
| 304 | + |
| 305 | + if (gs != "cgs1" && gs != "cgs2" && gs != "mgs" && gs != "mgs_two_sync" |
| 306 | + && gs != "mgs_pm") |
| 307 | + { |
| 308 | + std::cout << "Orthogonalization method " << gs << " not recognized.\n"; |
| 309 | + std::cout << "Setting orthogonalization to the default (CGS2).\n\n"; |
| 310 | + gs = "cgs2"; |
| 311 | + } |
| 312 | + |
| 313 | + if ((flexible != "yes") && (flexible != "no")) |
| 314 | + { |
| 315 | + std::cout << "Flexible option " << flexible << " not recognized.\n"; |
| 316 | + std::cout << "Setting flexible to the default (yes).\n\n"; |
| 317 | + flexible = "yes"; |
| 318 | + } |
| 319 | +} |
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