| 1 | /* |
| 2 | * parmetis_util.hpp |
| 3 | * |
| 4 | * Created on: Oct 07, 2015 |
| 5 | * Author: Antonio Leo |
| 6 | */ |
| 7 | |
| 8 | #ifndef DISTPARMETIS_UTIL_HPP |
| 9 | #define DISTPARMETIS_UTIL_HPP |
| 10 | |
| 11 | #include <iostream> |
| 12 | #include "parmetis.h" |
| 13 | #include "VTKWriter/VTKWriter.hpp" |
| 14 | #include "VCluster/VCluster.hpp" |
| 15 | |
| 16 | /*! \brief Metis graph structure |
| 17 | * |
| 18 | * Metis graph structure |
| 19 | * |
| 20 | */ |
| 21 | struct Parmetis_dist_graph |
| 22 | { |
| 23 | //! The number of vertices in the graph |
| 24 | idx_t * nvtxs; |
| 25 | |
| 26 | //! number of balancing constrains |
| 27 | //! more practical, are the number of weights for each vertex |
| 28 | //! PS even we you specify vwgt == NULL ncon must be set at leat to |
| 29 | //! one |
| 30 | idx_t * ncon; |
| 31 | |
| 32 | //! For each vertex it store the adjacency lost start for the vertex i |
| 33 | idx_t * xadj; |
| 34 | |
| 35 | //! For each vertex it store a list of all neighborhood vertex |
| 36 | idx_t * adjncy; |
| 37 | |
| 38 | //! Array that store the weight for each vertex |
| 39 | idx_t * vwgt; |
| 40 | |
| 41 | //! Array of the vertex size, basically is the total communication amount |
| 42 | idx_t * vsize; |
| 43 | |
| 44 | //! The weight of the edge |
| 45 | idx_t * adjwgt; |
| 46 | |
| 47 | //! number of part to partition the graph |
| 48 | idx_t * nparts; |
| 49 | |
| 50 | //! Desired weight for each partition (one for each constrain) |
| 51 | real_t * tpwgts; |
| 52 | |
| 53 | //! For each partition load imbalance tollerated |
| 54 | real_t * ubvec; |
| 55 | |
| 56 | //! Additional option for the graph partitioning |
| 57 | idx_t * options; |
| 58 | |
| 59 | //! return the total comunication cost for each partition |
| 60 | idx_t * objval; |
| 61 | |
| 62 | //! Is a output vector containing the partition for each vertex |
| 63 | idx_t * part; |
| 64 | |
| 65 | //! Upon successful completion, the number of edges that are cut by the partitioning is written to this parameter. |
| 66 | idx_t * edgecut; |
| 67 | |
| 68 | //! This parameter describes the ratio of inter-processor communication time compared to data redistri- bution time. It should be set between 0.000001 and 1000000.0. If ITR is set high, a repartitioning with a low edge-cut will be computed. If it is set low, a repartitioning that requires little data redistri- bution will be computed. Good values for this parameter can be obtained by dividing inter-processor communication time by data redistribution time. Otherwise, a value of 1000.0 is recommended. |
| 69 | real_t * itr; |
| 70 | |
| 71 | //! This is used to indicate the numbering scheme that is used for the vtxdist, xadj, adjncy, and part arrays. (0 for C-style, start from 0 index) |
| 72 | idx_t * numflag; |
| 73 | |
| 74 | //! This is used to indicate if the graph is weighted. wgtflag can take one of four values: |
| 75 | //! 0 No weights (vwgt and adjwgt are both NULL). |
| 76 | //! 1 Weights on the edges only (vwgt is NULL). |
| 77 | //! 2 Weights on the vertices only (adjwgt is NULL). |
| 78 | //! 3 Weights on both the vertices and edges. |
| 79 | idx_t * wgtflag; |
| 80 | }; |
| 81 | |
| 82 | //! Balance communication and computation |
| 83 | #define BALANCE_CC 1 |
| 84 | //! Balance communication computation and memory |
| 85 | #define BALANCE_CCM 2 |
| 86 | //! Balance computation and comunication and others |
| 87 | #define BALANCE_CC_O(c) c+1 |
| 88 | |
| 89 | /*! \brief Helper class to define Metis graph |
| 90 | * |
| 91 | * TODO Transform pointer to openfpm vector |
| 92 | * |
| 93 | * \tparam graph structure that store the graph |
| 94 | * |
| 95 | */ |
| 96 | template<typename Graph> |
| 97 | class DistParmetis |
| 98 | { |
| 99 | //! Graph in parmetis reppresentation |
| 100 | Parmetis_dist_graph Mg; |
| 101 | |
| 102 | //! Communticator for OpenMPI |
| 103 | MPI_Comm comm = (MPI_Comm)NULL; |
| 104 | |
| 105 | //! VCluster |
| 106 | Vcluster<> & v_cl; |
| 107 | |
| 108 | //! Process rank information |
| 109 | int p_id = 0; |
| 110 | |
| 111 | //! nc Number of partition |
| 112 | size_t nc = 0; |
| 113 | |
| 114 | /*! \brief Construct Adjacency list |
| 115 | * |
| 116 | * \param sub_g graph in which we construct the adjacency list |
| 117 | * |
| 118 | */ |
| 119 | void constructAdjList(Graph & sub_g) |
| 120 | { |
| 121 | |
| 122 | // init basic graph informations and part vector |
| 123 | Mg.nvtxs[0] = sub_g.getNVertex(); |
| 124 | Mg.part = new idx_t[sub_g.getNVertex()]; |
| 125 | for (size_t i = 0; i < sub_g.getNVertex(); i++) |
| 126 | Mg.part[i] = p_id; |
| 127 | |
| 128 | // create xadj, adjlist, vwgt, adjwgt and vsize |
| 129 | Mg.xadj = new idx_t[sub_g.getNVertex() + 1]; |
| 130 | Mg.adjncy = new idx_t[sub_g.getNEdge()]; |
| 131 | Mg.vwgt = new idx_t[sub_g.getNVertex()]; |
| 132 | Mg.adjwgt = new idx_t[sub_g.getNEdge()]; |
| 133 | Mg.vsize = new idx_t[sub_g.getNVertex()]; |
| 134 | |
| 135 | //! starting point in the adjacency list |
| 136 | size_t prev = 0; |
| 137 | |
| 138 | // actual position |
| 139 | size_t id = 0; |
| 140 | |
| 141 | for (size_t i = 0, j = sub_g.firstId(); i < sub_g.getNVertex() && j <= sub_g.lastId(); i++, j++) |
| 142 | { |
| 143 | size_t idx = sub_g.nodeById(j); |
| 144 | |
| 145 | // Add weight to vertex and migration cost |
| 146 | Mg.vwgt[i] = sub_g.vertex(idx).template get<nm_v_computation>(); |
| 147 | Mg.vsize[i] = sub_g.vertex(idx).template get<nm_v_migration>(); |
| 148 | |
| 149 | // Calculate the starting point in the adjacency list |
| 150 | Mg.xadj[id] = prev; |
| 151 | |
| 152 | // Create the adjacency list and the weights for edges |
| 153 | for (size_t s = 0; s < sub_g.getNChilds(idx); s++) |
| 154 | { |
| 155 | Mg.adjncy[prev + s] = sub_g.getChild(idx, s); |
| 156 | |
| 157 | Mg.adjwgt[prev + s] = sub_g.getChildEdge(idx, s).template get<nm_e::communication>(); |
| 158 | } |
| 159 | |
| 160 | // update the position for the next vertex |
| 161 | prev += sub_g.getNChilds(idx); |
| 162 | |
| 163 | id++; |
| 164 | } |
| 165 | |
| 166 | // Fill the last point |
| 167 | Mg.xadj[id] = prev; |
| 168 | |
| 169 | } |
| 170 | |
| 171 | public: |
| 172 | |
| 173 | /*! \brief Constructor |
| 174 | * |
| 175 | * Construct a metis graph from a Graph_CSR |
| 176 | * |
| 177 | * \param v_cl Vcluster |
| 178 | * \param nc number of partitions |
| 179 | * |
| 180 | */ |
| 181 | DistParmetis(Vcluster<> & v_cl, size_t nc) : |
| 182 | v_cl(v_cl), nc(nc) |
| 183 | { |
| 184 | // TODO Move into VCluster |
| 185 | MPI_Comm_dup(MPI_COMM_WORLD, &comm); |
| 186 | |
| 187 | // Nullify Mg |
| 188 | Mg.nvtxs = NULL; |
| 189 | Mg.ncon = NULL; |
| 190 | Mg.xadj = NULL; |
| 191 | Mg.adjncy = NULL; |
| 192 | Mg.vwgt = NULL; |
| 193 | Mg.vsize = NULL; |
| 194 | Mg.adjwgt = NULL; |
| 195 | Mg.nparts = NULL; |
| 196 | Mg.tpwgts = NULL; |
| 197 | Mg.ubvec = NULL; |
| 198 | Mg.options = NULL; |
| 199 | Mg.objval = NULL; |
| 200 | Mg.part = NULL; |
| 201 | Mg.edgecut = NULL; |
| 202 | Mg.itr = NULL; |
| 203 | Mg.numflag = NULL; |
| 204 | Mg.wgtflag = NULL; |
| 205 | } |
| 206 | |
| 207 | //TODO deconstruct new variables |
| 208 | /*! \brief destructor |
| 209 | * |
| 210 | * Destructor, It destroy all the memory allocated |
| 211 | * |
| 212 | */ |
| 213 | ~DistParmetis() |
| 214 | { |
| 215 | // Deallocate the Mg structure |
| 216 | if (Mg.nvtxs != NULL) |
| 217 | { |
| 218 | delete[] Mg.nvtxs; |
| 219 | } |
| 220 | |
| 221 | if (Mg.ncon != NULL) |
| 222 | { |
| 223 | delete[] Mg.ncon; |
| 224 | } |
| 225 | |
| 226 | if (Mg.xadj != NULL) |
| 227 | { |
| 228 | delete[] Mg.xadj; |
| 229 | } |
| 230 | |
| 231 | if (Mg.adjncy != NULL) |
| 232 | { |
| 233 | delete[] Mg.adjncy; |
| 234 | } |
| 235 | |
| 236 | if (Mg.vwgt != NULL) |
| 237 | { |
| 238 | delete[] Mg.vwgt; |
| 239 | } |
| 240 | |
| 241 | if (Mg.adjwgt != NULL) |
| 242 | { |
| 243 | delete[] Mg.adjwgt; |
| 244 | } |
| 245 | |
| 246 | if (Mg.nparts != NULL) |
| 247 | { |
| 248 | delete[] Mg.nparts; |
| 249 | } |
| 250 | |
| 251 | if (Mg.tpwgts != NULL) |
| 252 | { |
| 253 | delete[] Mg.tpwgts; |
| 254 | } |
| 255 | |
| 256 | if (Mg.ubvec != NULL) |
| 257 | { |
| 258 | delete[] Mg.ubvec; |
| 259 | } |
| 260 | |
| 261 | if (Mg.options != NULL) |
| 262 | { |
| 263 | delete[] Mg.options; |
| 264 | } |
| 265 | |
| 266 | if (Mg.part != NULL) |
| 267 | { |
| 268 | delete[] Mg.part; |
| 269 | } |
| 270 | |
| 271 | if (Mg.edgecut != NULL) |
| 272 | { |
| 273 | delete[] Mg.edgecut; |
| 274 | } |
| 275 | |
| 276 | if (Mg.numflag != NULL) |
| 277 | { |
| 278 | delete[] Mg.numflag; |
| 279 | } |
| 280 | |
| 281 | if (Mg.wgtflag != NULL) |
| 282 | { |
| 283 | delete[] Mg.wgtflag; |
| 284 | } |
| 285 | |
| 286 | if (Mg.itr != NULL) |
| 287 | { |
| 288 | delete[] Mg.itr; |
| 289 | } |
| 290 | |
| 291 | if (Mg.vsize != NULL) |
| 292 | { |
| 293 | delete[] Mg.vsize; |
| 294 | } |
| 295 | } |
| 296 | |
| 297 | /*! \brief Set the Sub-graph |
| 298 | * |
| 299 | * \param sub_g Sub-graph to set |
| 300 | * |
| 301 | */ |
| 302 | void initSubGraph(Graph & sub_g) |
| 303 | { |
| 304 | p_id = v_cl.getProcessUnitID(); |
| 305 | |
| 306 | // Get the number of vertex |
| 307 | |
| 308 | if (Mg.nvtxs != NULL) |
| 309 | {delete[] Mg.nvtxs;} |
| 310 | Mg.nvtxs = new idx_t[1]; |
| 311 | Mg.nvtxs[0] = sub_g.getNVertex(); |
| 312 | |
| 313 | // Set the number of constrains |
| 314 | |
| 315 | if (Mg.ncon != NULL) |
| 316 | {delete[] Mg.ncon;} |
| 317 | Mg.ncon = new idx_t[1]; |
| 318 | Mg.ncon[0] = 1; |
| 319 | |
| 320 | // Set to null the weight of the vertex (init after in constructAdjList) (can be removed) |
| 321 | |
| 322 | if (Mg.vwgt != NULL) |
| 323 | {delete[] Mg.vwgt;} |
| 324 | Mg.vwgt = NULL; |
| 325 | |
| 326 | // Set to null the weight of the edge (init after in constructAdjList) (can be removed) |
| 327 | |
| 328 | if (Mg.adjwgt != NULL) |
| 329 | {delete[] Mg.adjwgt;} |
| 330 | Mg.adjwgt = NULL; |
| 331 | |
| 332 | // construct the adjacency list |
| 333 | |
| 334 | constructAdjList(sub_g); |
| 335 | |
| 336 | // Set the total number of partitions |
| 337 | |
| 338 | if (Mg.nparts != NULL) |
| 339 | {delete[] Mg.nparts;} |
| 340 | Mg.nparts = new idx_t[1]; |
| 341 | Mg.nparts[0] = nc; |
| 342 | |
| 343 | //! Set option for the graph partitioning (set as default) |
| 344 | |
| 345 | if (Mg.options != NULL) |
| 346 | {delete[] Mg.options;} |
| 347 | Mg.options = new idx_t[4]; |
| 348 | Mg.options[0] = 0; |
| 349 | Mg.options[1] = 0; |
| 350 | Mg.options[2] = 0; |
| 351 | Mg.options[3] = 0; |
| 352 | |
| 353 | //! adaptiveRepart itr value |
| 354 | if (Mg.itr != NULL) |
| 355 | {delete[] Mg.itr;} |
| 356 | Mg.itr = new real_t[1]; |
| 357 | Mg.itr[0] = 1000.0; |
| 358 | |
| 359 | //! init tpwgts to have balanced vertices and ubvec |
| 360 | |
| 361 | if (Mg.tpwgts != NULL) |
| 362 | {delete[] Mg.tpwgts;} |
| 363 | if (Mg.ubvec != NULL) |
| 364 | {delete[] Mg.ubvec;} |
| 365 | Mg.tpwgts = new real_t[Mg.nparts[0]]; |
| 366 | Mg.ubvec = new real_t[Mg.nparts[0]]; |
| 367 | |
| 368 | for (int s = 0; s < Mg.nparts[0]; s++) |
| 369 | { |
| 370 | Mg.tpwgts[s] = 1.0 / Mg.nparts[0]; |
| 371 | Mg.ubvec[s] = 1.05; |
| 372 | } |
| 373 | |
| 374 | if (Mg.edgecut != NULL) |
| 375 | {delete[] Mg.edgecut;} |
| 376 | Mg.edgecut = new idx_t[1]; |
| 377 | Mg.edgecut[0] = 0; |
| 378 | |
| 379 | //! This is used to indicate the numbering scheme that is used for the vtxdist, xadj, adjncy, and part arrays. (0 for C-style, start from 0 index) |
| 380 | if (Mg.numflag != NULL) |
| 381 | {delete[] Mg.numflag;} |
| 382 | Mg.numflag = new idx_t[1]; |
| 383 | Mg.numflag[0] = 0; |
| 384 | |
| 385 | //! This is used to indicate if the graph is weighted. |
| 386 | if (Mg.wgtflag != NULL) |
| 387 | {delete[] Mg.wgtflag;} |
| 388 | Mg.wgtflag = new idx_t[1]; |
| 389 | Mg.wgtflag[0] = 3; |
| 390 | } |
| 391 | |
| 392 | /*! \brief Decompose the graph |
| 393 | * |
| 394 | * \tparam i which property store the decomposition |
| 395 | * |
| 396 | * \param sub_g graph to decompose |
| 397 | * |
| 398 | */ |
| 399 | template<unsigned int i> |
| 400 | void decompose(Graph & sub_g) |
| 401 | { |
| 402 | |
| 403 | // Decompose |
| 404 | |
| 405 | ParMETIS_V3_PartKway((idx_t *) sub_g.getVtxdist()->getPointer(), Mg.xadj, Mg.adjncy, Mg.vwgt, Mg.adjwgt, Mg.wgtflag, Mg.numflag, Mg.ncon, Mg.nparts, Mg.tpwgts, Mg.ubvec, Mg.options, Mg.edgecut, Mg.part, &comm); |
| 406 | /* |
| 407 | ParMETIS_V3_AdaptiveRepart( (idx_t *) vtxdist.getPointer(), Mg.xadj,Mg.adjncy,Mg.vwgt,Mg.vsize,Mg.adjwgt, Mg.wgtflag, Mg.numflag, |
| 408 | Mg.ncon, Mg.nparts, Mg.tpwgts, Mg.ubvec, Mg.itr, Mg.options, Mg.edgecut, |
| 409 | Mg.part, &comm ); |
| 410 | */ |
| 411 | |
| 412 | // For each vertex store the processor that contain the data |
| 413 | for (size_t id = 0, j = sub_g.firstId(); id < sub_g.getNVertex() && j <= sub_g.lastId(); id++, j++) |
| 414 | { |
| 415 | sub_g.vertex(sub_g.nodeById(j)).template get<i>() = Mg.part[id]; |
| 416 | } |
| 417 | } |
| 418 | |
| 419 | /*! \brief Refine the graph |
| 420 | * |
| 421 | * \tparam i which property store the refined decomposition |
| 422 | * |
| 423 | * \param sub_g graph to decompose |
| 424 | * |
| 425 | */ |
| 426 | |
| 427 | template<unsigned int i> |
| 428 | void refine(Graph & sub_g) |
| 429 | { |
| 430 | // Refine |
| 431 | //ParMETIS_V3_PartKway((idx_t *) sub_g.getVtxdist()->getPointer(), Mg.xadj, Mg.adjncy, Mg.vwgt, Mg.adjwgt, Mg.wgtflag, Mg.numflag, Mg.ncon, Mg.nparts, Mg.tpwgts, Mg.ubvec, Mg.options, Mg.edgecut, Mg.part, &comm); |
| 432 | ParMETIS_V3_AdaptiveRepart((idx_t *) sub_g.getVtxdist()->getPointer(), Mg.xadj, Mg.adjncy, Mg.vwgt, Mg.vsize, Mg.adjwgt, Mg.wgtflag, Mg.numflag, Mg.ncon, Mg.nparts, Mg.tpwgts, Mg.ubvec, Mg.itr, Mg.options, Mg.edgecut, Mg.part, &comm); |
| 433 | |
| 434 | // For each vertex store the processor that contain the data |
| 435 | for (size_t id = 0, j = sub_g.firstId(); id < sub_g.getNVertex() && j <= sub_g.lastId(); id++, j++) |
| 436 | { |
| 437 | sub_g.vertex(sub_g.nodeById(j)).template get<i>() = Mg.part[id]; |
| 438 | } |
| 439 | } |
| 440 | |
| 441 | /*! \brief Get graph partition vector |
| 442 | * |
| 443 | * \return the partition or the assignment of each sub-sub-domain |
| 444 | * |
| 445 | */ |
| 446 | idx_t * getPartition() |
| 447 | { |
| 448 | return Mg.part; |
| 449 | } |
| 450 | |
| 451 | /*! \brief Reset graph and reconstruct it |
| 452 | * |
| 453 | * \param sub_g graph to decompose |
| 454 | * |
| 455 | */ |
| 456 | void reset(Graph & sub_g) |
| 457 | { |
| 458 | // Deallocate the graph structures |
| 459 | |
| 460 | if (Mg.xadj != NULL) |
| 461 | { |
| 462 | delete[] Mg.xadj; |
| 463 | } |
| 464 | |
| 465 | if (Mg.adjncy != NULL) |
| 466 | { |
| 467 | delete[] Mg.adjncy; |
| 468 | } |
| 469 | |
| 470 | if (Mg.vwgt != NULL) |
| 471 | { |
| 472 | delete[] Mg.vwgt; |
| 473 | } |
| 474 | |
| 475 | if (Mg.adjwgt != NULL) |
| 476 | { |
| 477 | delete[] Mg.adjwgt; |
| 478 | } |
| 479 | |
| 480 | if (Mg.part != NULL) |
| 481 | { |
| 482 | delete[] Mg.part; |
| 483 | } |
| 484 | |
| 485 | if (Mg.vsize != NULL) |
| 486 | { |
| 487 | delete[] Mg.vsize; |
| 488 | } |
| 489 | |
| 490 | sub_g.deleteGhosts(); |
| 491 | |
| 492 | constructAdjList(sub_g); |
| 493 | } |
| 494 | } |
| 495 | ; |
| 496 | |
| 497 | #endif |
| 498 | |