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diff --git a/benchmarks/CUDA/DG/3rdParty/ParMetis-3.1/ParMETISLib/serial.c b/benchmarks/CUDA/DG/3rdParty/ParMetis-3.1/ParMETISLib/serial.c
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+++ b/benchmarks/CUDA/DG/3rdParty/ParMetis-3.1/ParMETISLib/serial.c
@@ -0,0 +1,1251 @@
+/*
+ * serial.c
+ *
+ * This file contains code that implements k-way refinement
+ *
+ * Started 7/28/97
+ * George
+ *
+ * $Id: serial.c,v 1.2 2003/07/21 17:18:53 karypis Exp $
+ *
+ */
+
+#include <parmetislib.h>
+
+
+/*************************************************************************
+* This function performs k-way refinement
+**************************************************************************/
+void Moc_SerialKWayAdaptRefine(GraphType *graph, int nparts, idxtype *home,
+ float *orgubvec, int npasses)
+{
+ int i, ii, iii, j, k;
+ int nvtxs, ncon, pass, nmoves, myndegrees;
+ int from, me, myhome, to, oldcut, gain, tmp;
+ idxtype *xadj, *adjncy, *adjwgt;
+ idxtype *where;
+ EdgeType *mydegrees;
+ RInfoType *rinfo, *myrinfo;
+ float *npwgts, *nvwgt, *minwgt, *maxwgt, ubvec[MAXNCON];
+ int gain_is_greater, gain_is_same, fit_in_to, fit_in_from, going_home;
+ int zero_gain, better_balance_ft, better_balance_tt;
+ KeyValueType *cand;
+int mype;
+MPI_Comm_rank(MPI_COMM_WORLD, &mype);
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ adjncy = graph->adjncy;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+ rinfo = graph->rinfo;
+ npwgts = graph->gnpwgts;
+
+ /* Setup the weight intervals of the various subdomains */
+ cand = (KeyValueType *)GKmalloc(nvtxs*sizeof(KeyValueType), "cand");
+ minwgt = fmalloc(nparts*ncon, "minwgt");
+ maxwgt = fmalloc(nparts*ncon, "maxwgt");
+
+ ComputeHKWayLoadImbalance(ncon, nparts, npwgts, ubvec);
+ for (i=0; i<ncon; i++)
+ ubvec[i] = amax(ubvec[i], orgubvec[i]);
+
+ for (i=0; i<nparts; i++) {
+ for (j=0; j<ncon; j++) {
+ maxwgt[i*ncon+j] = ubvec[j]/(float)nparts;
+ minwgt[i*ncon+j] = ubvec[j]*(float)nparts;
+ }
+ }
+
+ for (pass=0; pass<npasses; pass++) {
+ oldcut = graph->mincut;
+
+ for (i=0; i<nvtxs; i++) {
+ cand[i].key = rinfo[i].id-rinfo[i].ed;
+ cand[i].val = i;
+ }
+ ikeysort(nvtxs, cand);
+
+ nmoves = 0;
+ for (iii=0; iii<nvtxs; iii++) {
+ i = cand[iii].val;
+
+ myrinfo = rinfo+i;
+
+ if (myrinfo->ed >= myrinfo->id) {
+ from = where[i];
+ myhome = home[i];
+ nvwgt = graph->nvwgt+i*ncon;
+
+ if (myrinfo->id > 0 &&
+ AreAllHVwgtsBelow(ncon, 1.0, npwgts+from*ncon, -1.0, nvwgt, minwgt+from*ncon))
+ continue;
+
+ mydegrees = myrinfo->degrees;
+ myndegrees = myrinfo->ndegrees;
+
+ for (k=0; k<myndegrees; k++) {
+ to = mydegrees[k].edge;
+ gain = mydegrees[k].ewgt - myrinfo->id;
+ if (gain >= 0 &&
+ (AreAllHVwgtsBelow(ncon, 1.0, npwgts+to*ncon, 1.0, nvwgt, maxwgt+to*ncon) ||
+ IsHBalanceBetterFT(ncon,npwgts+from*ncon,npwgts+to*ncon,nvwgt,ubvec))) {
+ break;
+ }
+ }
+
+ /* break out if you did not find a candidate */
+ if (k == myndegrees)
+ continue;
+
+ for (j=k+1; j<myndegrees; j++) {
+ to = mydegrees[j].edge;
+ going_home = (myhome == to);
+ gain_is_same = (mydegrees[j].ewgt == mydegrees[k].ewgt);
+ gain_is_greater = (mydegrees[j].ewgt > mydegrees[k].ewgt);
+ fit_in_to = AreAllHVwgtsBelow(ncon,1.0,npwgts+to*ncon,1.0,nvwgt,maxwgt+to*ncon);
+ better_balance_ft = IsHBalanceBetterFT(ncon,npwgts+from*ncon,
+ npwgts+to*ncon,nvwgt,ubvec);
+ better_balance_tt = IsHBalanceBetterTT(ncon,npwgts+mydegrees[k].edge*ncon,
+ npwgts+to*ncon,nvwgt,ubvec);
+
+ if (
+ (gain_is_greater &&
+ (fit_in_to ||
+ better_balance_ft)
+ )
+ ||
+ (gain_is_same &&
+ (
+ (fit_in_to &&
+ going_home)
+ ||
+ better_balance_tt
+ )
+ )
+ ) {
+ k = j;
+ }
+ }
+
+ to = mydegrees[k].edge;
+ going_home = (myhome == to);
+ zero_gain = (mydegrees[k].ewgt == myrinfo->id);
+
+ fit_in_from = AreAllHVwgtsBelow(ncon,1.0,npwgts+from*ncon,0.0,npwgts+from*ncon,
+ maxwgt+from*ncon);
+ better_balance_ft = IsHBalanceBetterFT(ncon,npwgts+from*ncon,
+ npwgts+to*ncon,nvwgt,ubvec);
+
+ if (zero_gain &&
+ !going_home &&
+ !better_balance_ft &&
+ fit_in_from)
+ continue;
+
+ /*=====================================================================
+ * If we got here, we can now move the vertex from 'from' to 'to'
+ *======================================================================*/
+ graph->mincut -= mydegrees[k].ewgt-myrinfo->id;
+
+ /* Update where, weight, and ID/ED information of the vertex you moved */
+ saxpy2(ncon, 1.0, nvwgt, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt, 1, npwgts+from*ncon, 1);
+ where[i] = to;
+ myrinfo->ed += myrinfo->id-mydegrees[k].ewgt;
+ SWAP(myrinfo->id, mydegrees[k].ewgt, tmp);
+
+ if (mydegrees[k].ewgt == 0) {
+ myrinfo->ndegrees--;
+ mydegrees[k].edge = mydegrees[myrinfo->ndegrees].edge;
+ mydegrees[k].ewgt = mydegrees[myrinfo->ndegrees].ewgt;
+ }
+ else
+ mydegrees[k].edge = from;
+
+ /* Update the degrees of adjacent vertices */
+ for (j=xadj[i]; j<xadj[i+1]; j++) {
+ ii = adjncy[j];
+ me = where[ii];
+
+ myrinfo = rinfo+ii;
+ mydegrees = myrinfo->degrees;
+
+ if (me == from) {
+ INC_DEC(myrinfo->ed, myrinfo->id, adjwgt[j]);
+ }
+ else {
+ if (me == to) {
+ INC_DEC(myrinfo->id, myrinfo->ed, adjwgt[j]);
+ }
+ }
+
+ /* Remove contribution of the ed from 'from' */
+ if (me != from) {
+ for (k=0; k<myrinfo->ndegrees; k++) {
+ if (mydegrees[k].edge == from) {
+ if (mydegrees[k].ewgt == adjwgt[j]) {
+ myrinfo->ndegrees--;
+ mydegrees[k].edge = mydegrees[myrinfo->ndegrees].edge;
+ mydegrees[k].ewgt = mydegrees[myrinfo->ndegrees].ewgt;
+ }
+ else
+ mydegrees[k].ewgt -= adjwgt[j];
+ break;
+ }
+ }
+ }
+
+ /* Add contribution of the ed to 'to' */
+ if (me != to) {
+ for (k=0; k<myrinfo->ndegrees; k++) {
+ if (mydegrees[k].edge == to) {
+ mydegrees[k].ewgt += adjwgt[j];
+ break;
+ }
+ }
+ if (k == myrinfo->ndegrees) {
+ mydegrees[myrinfo->ndegrees].edge = to;
+ mydegrees[myrinfo->ndegrees++].ewgt = adjwgt[j];
+ }
+ }
+
+ }
+ nmoves++;
+ }
+ }
+
+ if (graph->mincut == oldcut)
+ break;
+ }
+
+ GKfree((void **)&minwgt, (void **)&maxwgt, (void **)&cand, LTERM);
+
+ return;
+}
+
+
+/*************************************************************************
+* This function computes the initial id/ed
+**************************************************************************/
+void Moc_ComputeSerialPartitionParams(GraphType *graph, int nparts,
+ EdgeType *degrees)
+{
+ int i, j, k;
+ int nvtxs, nedges, ncon, mincut, me, other;
+ idxtype *xadj, *adjncy, *adjwgt, *where;
+ RInfoType *rinfo, *myrinfo;
+ EdgeType *mydegrees;
+ float *nvwgt, *npwgts;
+int mype;
+MPI_Comm_rank(MPI_COMM_WORLD, &mype);
+
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ nvwgt = graph->nvwgt;
+ adjncy = graph->adjncy;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+ rinfo = graph->rinfo;
+
+ npwgts = sset(ncon*nparts, 0.0, graph->gnpwgts);
+
+ /*------------------------------------------------------------
+ / Compute now the id/ed degrees
+ /------------------------------------------------------------*/
+ nedges = mincut = 0;
+ for (i=0; i<nvtxs; i++) {
+ me = where[i];
+ saxpy2(ncon, 1.0, nvwgt+i*ncon, 1, npwgts+me*ncon, 1);
+
+ myrinfo = rinfo+i;
+ myrinfo->id = myrinfo->ed = myrinfo->ndegrees = 0;
+ myrinfo->degrees = degrees + nedges;
+ nedges += xadj[i+1]-xadj[i];
+
+ for (j=xadj[i]; j<xadj[i+1]; j++) {
+ if (me == where[adjncy[j]]) {
+ myrinfo->id += adjwgt[j];
+ }
+ else {
+ myrinfo->ed += adjwgt[j];
+ }
+ }
+
+ mincut += myrinfo->ed;
+
+ /* Time to compute the particular external degrees */
+ if (myrinfo->ed > 0) {
+ mydegrees = myrinfo->degrees;
+
+ for (j=xadj[i]; j<xadj[i+1]; j++) {
+ other = where[adjncy[j]];
+ if (me != other) {
+ for (k=0; k<myrinfo->ndegrees; k++) {
+ if (mydegrees[k].edge == other) {
+ mydegrees[k].ewgt += adjwgt[j];
+ break;
+ }
+ }
+ if (k == myrinfo->ndegrees) {
+ mydegrees[myrinfo->ndegrees].edge = other;
+ mydegrees[myrinfo->ndegrees++].ewgt = adjwgt[j];
+ }
+ }
+ }
+ }
+ }
+
+ graph->mincut = mincut/2;
+
+ return;
+}
+
+
+/*************************************************************************
+* This function checks if the vertex weights of two vertices are below
+* a given set of values
+**************************************************************************/
+int AreAllHVwgtsBelow(int ncon, float alpha, float *vwgt1, float beta, float *vwgt2, float *limit)
+{
+ int i;
+
+ for (i=0; i<ncon; i++)
+ if (alpha*vwgt1[i] + beta*vwgt2[i] > limit[i])
+ return 0;
+
+ return 1;
+}
+
+
+/*************************************************************************
+* This function computes the load imbalance over all the constrains
+* For now assume that we just want balanced partitionings
+**************************************************************************/
+void ComputeHKWayLoadImbalance(int ncon, int nparts, float *npwgts, float *lbvec)
+{
+ int i, j;
+ float max;
+
+ for (i=0; i<ncon; i++) {
+ max = 0.0;
+ for (j=0; j<nparts; j++) {
+ if (npwgts[j*ncon+i] > max)
+ max = npwgts[j*ncon+i];
+ }
+
+ lbvec[i] = max*nparts;
+ }
+}
+
+
+/**************************************************************
+* This subroutine remaps a partitioning on a single processor
+**************************************************************/
+void SerialRemap(GraphType *graph, int nparts, idxtype *base, idxtype *scratch,
+ idxtype *remap, float *tpwgts)
+{
+ int i, ii, j, k;
+ int nvtxs, nmapped, max_mult;
+ int from, to, current_from, smallcount, bigcount;
+ KeyValueType *flowto, *bestflow;
+ KeyKeyValueType *sortvtx;
+ idxtype *vsize, *htable, *map, *rowmap;
+
+ nvtxs = graph->nvtxs;
+ vsize = graph->vsize;
+ max_mult = amin(MAX_NPARTS_MULTIPLIER, nparts);
+
+ sortvtx = (KeyKeyValueType *)GKmalloc(nvtxs*sizeof(KeyKeyValueType), "sortvtx");
+ flowto = (KeyValueType *)GKmalloc((nparts*max_mult+nparts)*sizeof(KeyValueType), "flowto");
+ bestflow = flowto+nparts;
+ map = htable = idxsmalloc(nparts*2, -1, "htable");
+ rowmap = map+nparts;
+
+ for (i=0; i<nvtxs; i++) {
+ sortvtx[i].key1 = base[i];
+ sortvtx[i].key2 = vsize[i];
+ sortvtx[i].val = i;
+ }
+
+ qsort((void *)sortvtx, (size_t)nvtxs, (size_t)sizeof(KeyKeyValueType), SSMIncKeyCmp);
+
+ for (j=0; j<nparts; j++) {
+ flowto[j].key = 0;
+ flowto[j].val = j;
+ }
+
+ /* this step has nparts*nparts*log(nparts) computational complexity */
+ bigcount = smallcount = current_from = 0;
+ for (ii=0; ii<nvtxs; ii++) {
+ i = sortvtx[ii].val;
+ from = base[i];
+ to = scratch[i];
+
+ if (from > current_from) {
+ /* reset the hash table */
+ for (j=0; j<smallcount; j++)
+ htable[flowto[j].val] = -1;
+ ASSERTS(idxsum(nparts, htable) == -nparts);
+
+ ikeysort(smallcount, flowto);
+
+ for (j=0; j<amin(smallcount, max_mult); j++, bigcount++) {
+ bestflow[bigcount].key = flowto[j].key;
+ bestflow[bigcount].val = current_from*nparts+flowto[j].val;
+ }
+
+ smallcount = 0;
+ current_from = from;
+ }
+
+ if (htable[to] == -1) {
+ htable[to] = smallcount;
+ flowto[smallcount].key = -vsize[i];
+ flowto[smallcount].val = to;
+ smallcount++;
+ }
+ else {
+ flowto[htable[to]].key += -vsize[i];
+ }
+ }
+
+ /* reset the hash table */
+ for (j=0; j<smallcount; j++)
+ htable[flowto[j].val] = -1;
+ ASSERTS(idxsum(nparts, htable) == -nparts);
+
+ ikeysort(smallcount, flowto);
+
+ for (j=0; j<amin(smallcount, max_mult); j++, bigcount++) {
+ bestflow[bigcount].key = flowto[j].key;
+ bestflow[bigcount].val = current_from*nparts+flowto[j].val;
+ }
+ ikeysort(bigcount, bestflow);
+
+ ASSERTS(idxsum(nparts, map) == -nparts);
+ ASSERTS(idxsum(nparts, rowmap) == -nparts);
+ nmapped = 0;
+
+ /* now make as many assignments as possible */
+ for (ii=0; ii<bigcount; ii++) {
+ i = bestflow[ii].val;
+ j = i % nparts; /* to */
+ k = i / nparts; /* from */
+
+ if (map[j] == -1 && rowmap[k] == -1 && SimilarTpwgts(tpwgts, graph->ncon, j, k)) {
+ map[j] = k;
+ rowmap[k] = j;
+ nmapped++;
+ }
+
+ if (nmapped == nparts)
+ break;
+ }
+
+
+ /* remap the rest */
+ /* it may help try remapping to the same label first */
+ if (nmapped < nparts) {
+ for (j=0; j<nparts && nmapped<nparts; j++) {
+ if (map[j] == -1) {
+ for (ii=0; ii<nparts; ii++) {
+ i = (j+ii) % nparts;
+ if (rowmap[i] == -1 && SimilarTpwgts(tpwgts, graph->ncon, i, j)) {
+ map[j] = i;
+ rowmap[i] = j;
+ nmapped++;
+ break;
+ }
+ }
+ }
+ }
+ }
+
+ /* check to see if remapping fails (due to dis-similar tpwgts) */
+ /* if remapping fails, revert to original mapping */
+ if (nmapped < nparts)
+ for (i=0; i<nparts; i++)
+ map[i] = i;
+
+ for (i=0; i<nvtxs; i++)
+ remap[i] = map[remap[i]];
+
+ GKfree((void **)&sortvtx, (void **)&flowto, (void **)&htable, LTERM);
+}
+
+
+/*************************************************************************
+* This is a comparison function for Serial Remap
+**************************************************************************/
+int SSMIncKeyCmp(const void *fptr, const void *sptr)
+{
+ KeyKeyValueType *first, *second;
+
+ first = (KeyKeyValueType *)(fptr);
+ second = (KeyKeyValueType *)(sptr);
+
+ if (first->key1 > second->key1)
+ return 1;
+
+ if (first->key1 < second->key1)
+ return -1;
+
+ if (first->key2 < second->key2)
+ return 1;
+
+ if (first->key2 > second->key2)
+ return -1;
+
+ return 0;
+}
+
+
+/*************************************************************************
+* This function performs an edge-based FM refinement
+**************************************************************************/
+void Moc_Serial_FM_2WayRefine(GraphType *graph, float *tpwgts, int npasses)
+{
+ int i, ii, j, k;
+ int kwgt, nvtxs, ncon, nbnd, nswaps, from, to, pass, limit, tmp, cnum;
+ idxtype *xadj, *adjncy, *adjwgt, *where, *id, *ed, *bndptr, *bndind;
+ idxtype *moved, *swaps, *qnum;
+ float *nvwgt, *npwgts, mindiff[MAXNCON], origbal, minbal, newbal;
+ FPQueueType parts[MAXNCON][2];
+ int higain, oldgain, mincut, initcut, newcut, mincutorder;
+ float rtpwgts[MAXNCON*2];
+ KeyValueType *cand;
+int mype;
+MPI_Comm_rank(MPI_COMM_WORLD, &mype);
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ nvwgt = graph->nvwgt;
+ adjncy = graph->adjncy;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+ id = graph->sendind;
+ ed = graph->recvind;
+ npwgts = graph->gnpwgts;
+ bndptr = graph->sendptr;
+ bndind = graph->recvptr;
+
+ moved = idxmalloc(nvtxs, "moved");
+ swaps = idxmalloc(nvtxs, "swaps");
+ qnum = idxmalloc(nvtxs, "qnum");
+ cand = (KeyValueType *)GKmalloc(nvtxs*sizeof(KeyValueType), "cand");
+
+ limit = amin(amax(0.01*nvtxs, 25), 150);
+
+ /* Initialize the queues */
+ for (i=0; i<ncon; i++) {
+ FPQueueInit(&parts[i][0], nvtxs);
+ FPQueueInit(&parts[i][1], nvtxs);
+ }
+ for (i=0; i<nvtxs; i++)
+ qnum[i] = samax(ncon, nvwgt+i*ncon);
+
+ origbal = Serial_Compute2WayHLoadImbalance(ncon, npwgts, tpwgts);
+
+ for (i=0; i<ncon; i++) {
+ rtpwgts[i] = origbal*tpwgts[i];
+ rtpwgts[ncon+i] = origbal*tpwgts[ncon+i];
+ }
+
+ idxset(nvtxs, -1, moved);
+ for (pass=0; pass<npasses; pass++) { /* Do a number of passes */
+ for (i=0; i<ncon; i++) {
+ FPQueueReset(&parts[i][0]);
+ FPQueueReset(&parts[i][1]);
+ }
+
+ mincutorder = -1;
+ newcut = mincut = initcut = graph->mincut;
+ for (i=0; i<ncon; i++)
+ mindiff[i] = fabs(tpwgts[i]-npwgts[i]);
+ minbal = Serial_Compute2WayHLoadImbalance(ncon, npwgts, tpwgts);
+
+ /* Insert boundary nodes in the priority queues */
+ nbnd = graph->gnvtxs;
+
+ for (i=0; i<nbnd; i++) {
+ cand[i].key = id[i]-ed[i];
+ cand[i].val = i;
+ }
+ ikeysort(nbnd, cand);
+
+ for (ii=0; ii<nbnd; ii++) {
+ i = bndind[cand[ii].val];
+ FPQueueInsert(&parts[qnum[i]][where[i]], i, (float)(ed[i]-id[i]));
+ }
+
+ for (nswaps=0; nswaps<nvtxs; nswaps++) {
+ Serial_SelectQueue(ncon, npwgts, rtpwgts, &from, &cnum, parts);
+ to = (from+1)%2;
+
+ if (from == -1 || (higain = FPQueueGetMax(&parts[cnum][from])) == -1)
+ break;
+
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+from*ncon, 1);
+
+ newcut -= (ed[higain]-id[higain]);
+ newbal = Serial_Compute2WayHLoadImbalance(ncon, npwgts, tpwgts);
+
+ if ((newcut < mincut && newbal-origbal <= .00001) ||
+ (newcut == mincut && (newbal < minbal ||
+ (newbal == minbal && Serial_BetterBalance(ncon, npwgts, tpwgts, mindiff))))) {
+ mincut = newcut;
+ minbal = newbal;
+ mincutorder = nswaps;
+ for (i=0; i<ncon; i++)
+ mindiff[i] = fabs(tpwgts[i]-npwgts[i]);
+ }
+ else if (nswaps-mincutorder > limit) { /* We hit the limit, undo last move */
+ newcut += (ed[higain]-id[higain]);
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+from*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ break;
+ }
+
+ where[higain] = to;
+ moved[higain] = nswaps;
+ swaps[nswaps] = higain;
+
+ /**************************************************************
+ * Update the id[i]/ed[i] values of the affected nodes
+ ***************************************************************/
+ SWAP(id[higain], ed[higain], tmp);
+ if (ed[higain] == 0 && xadj[higain] < xadj[higain+1])
+ BNDDelete(nbnd, bndind, bndptr, higain);
+
+ for (j=xadj[higain]; j<xadj[higain+1]; j++) {
+ k = adjncy[j];
+ oldgain = ed[k]-id[k];
+
+ kwgt = (to == where[k] ? adjwgt[j] : -adjwgt[j]);
+ INC_DEC(id[k], ed[k], kwgt);
+
+ /* Update its boundary information and queue position */
+ if (bndptr[k] != -1) { /* If k was a boundary vertex */
+ if (ed[k] == 0) { /* Not a boundary vertex any more */
+ BNDDelete(nbnd, bndind, bndptr, k);
+ if (moved[k] == -1) /* Remove it if in the queues */
+ FPQueueDelete(&parts[qnum[k]][where[k]], k);
+ }
+ else { /* If it has not been moved, update its position in the queue */
+ if (moved[k] == -1)
+ FPQueueUpdate(&parts[qnum[k]][where[k]], k, (float)oldgain, (float)(ed[k]-id[k]));
+ }
+ }
+ else {
+ if (ed[k] > 0) { /* It will now become a boundary vertex */
+ BNDInsert(nbnd, bndind, bndptr, k);
+ if (moved[k] == -1)
+ FPQueueInsert(&parts[qnum[k]][where[k]], k, (float)(ed[k]-id[k]));
+ }
+ }
+ }
+ }
+
+ /****************************************************************
+ * Roll back computations
+ *****************************************************************/
+ for (i=0; i<nswaps; i++)
+ moved[swaps[i]] = -1; /* reset moved array */
+ for (nswaps--; nswaps>mincutorder; nswaps--) {
+ higain = swaps[nswaps];
+
+ to = where[higain] = (where[higain]+1)%2;
+ SWAP(id[higain], ed[higain], tmp);
+ if (ed[higain] == 0 && bndptr[higain] != -1 && xadj[higain] < xadj[higain+1])
+ BNDDelete(nbnd, bndind, bndptr, higain);
+ else if (ed[higain] > 0 && bndptr[higain] == -1)
+ BNDInsert(nbnd, bndind, bndptr, higain);
+
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+((to+1)%2)*ncon, 1);
+ for (j=xadj[higain]; j<xadj[higain+1]; j++) {
+ k = adjncy[j];
+
+ kwgt = (to == where[k] ? adjwgt[j] : -adjwgt[j]);
+ INC_DEC(id[k], ed[k], kwgt);
+
+ if (bndptr[k] != -1 && ed[k] == 0)
+ BNDDelete(nbnd, bndind, bndptr, k);
+ if (bndptr[k] == -1 && ed[k] > 0)
+ BNDInsert(nbnd, bndind, bndptr, k);
+ }
+ }
+
+ graph->mincut = mincut;
+ graph->gnvtxs = nbnd;
+
+ if (mincutorder == -1 || mincut == initcut)
+ break;
+ }
+
+ for (i=0; i<ncon; i++) {
+ FPQueueFree(&parts[i][0]);
+ FPQueueFree(&parts[i][1]);
+ }
+
+ GKfree((void **)&cand, (void **)&qnum, (void **)&moved, (void **)&swaps, LTERM);
+ return;
+}
+
+/*************************************************************************
+* This function selects the partition number and the queue from which
+* we will move vertices out
+**************************************************************************/
+void Serial_SelectQueue(int ncon, float *npwgts, float *tpwgts, int *from, int *cnum,
+ FPQueueType queues[MAXNCON][2])
+{
+ int i, part;
+ float maxgain=0.0;
+ float max = -1.0, maxdiff=0.0;
+int mype;
+MPI_Comm_rank(MPI_COMM_WORLD, &mype);
+
+ *from = -1;
+ *cnum = -1;
+
+ /* First determine the side and the queue, irrespective of the presence of nodes */
+ for (part=0; part<2; part++) {
+ for (i=0; i<ncon; i++) {
+ if (npwgts[part*ncon+i]-tpwgts[part*ncon+i] >= maxdiff) {
+ maxdiff = npwgts[part*ncon+i]-tpwgts[part*ncon+i];
+ *from = part;
+ *cnum = i;
+ }
+ }
+ }
+
+ if (*from != -1 && FPQueueGetQSize(&queues[*cnum][*from]) == 0) {
+ /* The desired queue is empty, select a node from that side anyway */
+ for (i=0; i<ncon; i++) {
+ if (FPQueueGetQSize(&queues[i][*from]) > 0) {
+ max = npwgts[(*from)*ncon + i];
+ *cnum = i;
+ break;
+ }
+ }
+
+ for (i++; i<ncon; i++) {
+ if (npwgts[(*from)*ncon + i] > max && FPQueueGetQSize(&queues[i][*from]) > 0) {
+ max = npwgts[(*from)*ncon + i];
+ *cnum = i;
+ }
+ }
+ }
+
+
+ /* Check to see if you can focus on the cut */
+ if (maxdiff <= 0.0 || *from == -1) {
+ maxgain = -100000.0;
+
+ for (part=0; part<2; part++) {
+ for (i=0; i<ncon; i++) {
+ if (FPQueueGetQSize(&queues[i][part]) > 0 &&
+ FPQueueSeeMaxGain(&queues[i][part]) > maxgain) {
+ maxgain = FPQueueSeeMaxGain(&queues[i][part]);
+ *from = part;
+ *cnum = i;
+ }
+ }
+ }
+ }
+
+ return;
+}
+
+/*************************************************************************
+* This function checks if the balance achieved is better than the diff
+* For now, it uses a 2-norm measure
+**************************************************************************/
+int Serial_BetterBalance(int ncon, float *npwgts, float *tpwgts, float *diff)
+{
+ int i;
+ float ndiff[MAXNCON];
+
+ for (i=0; i<ncon; i++)
+ ndiff[i] = fabs(tpwgts[i]-npwgts[i]);
+
+ return snorm2(ncon, ndiff) < snorm2(ncon, diff);
+}
+
+
+
+/*************************************************************************
+* This function computes the load imbalance over all the constrains
+**************************************************************************/
+float Serial_Compute2WayHLoadImbalance(int ncon, float *npwgts, float *tpwgts)
+{
+ int i;
+ float max=0.0, temp;
+
+ for (i=0; i<ncon; i++) {
+ if (tpwgts[i] == 0.0)
+ temp = 0.0;
+ else
+ temp = fabs(tpwgts[i]-npwgts[i])/tpwgts[i];
+ max = (max < temp ? temp : max);
+ }
+ return 1.0+max;
+}
+
+
+
+/*************************************************************************
+* This function performs an edge-based FM refinement
+**************************************************************************/
+void Moc_Serial_Balance2Way(GraphType *graph, float *tpwgts, float lbfactor)
+{
+ int i, ii, j, k, kwgt, nvtxs, ncon, nbnd, nswaps, from, to, limit, tmp, cnum;
+ idxtype *xadj, *adjncy, *adjwgt, *where, *id, *ed, *bndptr, *bndind;
+ idxtype *moved, *swaps, *qnum;
+ float *nvwgt, *npwgts, mindiff[MAXNCON], origbal, minbal, newbal;
+ FPQueueType parts[MAXNCON][2];
+ int higain, oldgain, mincut, newcut, mincutorder;
+ int qsizes[MAXNCON][2];
+ KeyValueType *cand;
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ nvwgt = graph->nvwgt;
+ adjncy = graph->adjncy;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+ id = graph->sendind;
+ ed = graph->recvind;
+ npwgts = graph->gnpwgts;
+ bndptr = graph->sendptr;
+ bndind = graph->recvptr;
+
+ moved = idxmalloc(nvtxs, "moved");
+ swaps = idxmalloc(nvtxs, "swaps");
+ qnum = idxmalloc(nvtxs, "qnum");
+ cand = (KeyValueType *)GKmalloc(nvtxs*sizeof(KeyValueType), "cand");
+
+
+ limit = amin(amax(0.01*nvtxs, 15), 100);
+
+ /* Initialize the queues */
+ for (i=0; i<ncon; i++) {
+ FPQueueInit(&parts[i][0], nvtxs);
+ FPQueueInit(&parts[i][1], nvtxs);
+ qsizes[i][0] = qsizes[i][1] = 0;
+ }
+
+ for (i=0; i<nvtxs; i++) {
+ qnum[i] = samax(ncon, nvwgt+i*ncon);
+ qsizes[qnum[i]][where[i]]++;
+ }
+
+ for (from=0; from<2; from++) {
+ for (j=0; j<ncon; j++) {
+ if (qsizes[j][from] == 0) {
+ for (i=0; i<nvtxs; i++) {
+ if (where[i] != from)
+ continue;
+
+ k = samax2(ncon, nvwgt+i*ncon);
+ if (k == j &&
+ qsizes[qnum[i]][from] > qsizes[j][from] &&
+ nvwgt[i*ncon+qnum[i]] < 1.3*nvwgt[i*ncon+j]) {
+ qsizes[qnum[i]][from]--;
+ qsizes[j][from]++;
+ qnum[i] = j;
+ }
+ }
+ }
+ }
+ }
+
+
+ for (i=0; i<ncon; i++)
+ mindiff[i] = fabs(tpwgts[i]-npwgts[i]);
+ minbal = origbal = Serial_Compute2WayHLoadImbalance(ncon, npwgts, tpwgts);
+ newcut = mincut = graph->mincut;
+ mincutorder = -1;
+
+ idxset(nvtxs, -1, moved);
+
+ /* Insert all nodes in the priority queues */
+ nbnd = graph->gnvtxs;
+ for (i=0; i<nvtxs; i++) {
+ cand[i].key = id[i]-ed[i];
+ cand[i].val = i;
+ }
+ ikeysort(nvtxs, cand);
+
+ for (ii=0; ii<nvtxs; ii++) {
+ i = cand[ii].val;
+ FPQueueInsert(&parts[qnum[i]][where[i]], i, (float)(ed[i]-id[i]));
+ }
+
+ for (nswaps=0; nswaps<nvtxs; nswaps++) {
+ if (minbal < lbfactor)
+ break;
+
+ Serial_SelectQueue(ncon, npwgts, tpwgts, &from, &cnum, parts);
+ to = (from+1)%2;
+
+ if (from == -1 || (higain = FPQueueGetMax(&parts[cnum][from])) == -1)
+ break;
+
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+from*ncon, 1);
+ newcut -= (ed[higain]-id[higain]);
+ newbal = Serial_Compute2WayHLoadImbalance(ncon, npwgts, tpwgts);
+
+ if (newbal < minbal || (newbal == minbal &&
+ (newcut < mincut || (newcut == mincut &&
+ Serial_BetterBalance(ncon, npwgts, tpwgts, mindiff))))) {
+ mincut = newcut;
+ minbal = newbal;
+ mincutorder = nswaps;
+ for (i=0; i<ncon; i++)
+ mindiff[i] = fabs(tpwgts[i]-npwgts[i]);
+ }
+ else if (nswaps-mincutorder > limit) { /* We hit the limit, undo last move */
+ newcut += (ed[higain]-id[higain]);
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+from*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ break;
+ }
+
+ where[higain] = to;
+ moved[higain] = nswaps;
+ swaps[nswaps] = higain;
+
+ /**************************************************************
+ * Update the id[i]/ed[i] values of the affected nodes
+ ***************************************************************/
+ SWAP(id[higain], ed[higain], tmp);
+ if (ed[higain] == 0 && bndptr[higain] != -1 && xadj[higain] < xadj[higain+1])
+ BNDDelete(nbnd, bndind, bndptr, higain);
+ if (ed[higain] > 0 && bndptr[higain] == -1)
+ BNDInsert(nbnd, bndind, bndptr, higain);
+
+ for (j=xadj[higain]; j<xadj[higain+1]; j++) {
+ k = adjncy[j];
+ oldgain = ed[k]-id[k];
+
+ kwgt = (to == where[k] ? adjwgt[j] : -adjwgt[j]);
+ INC_DEC(id[k], ed[k], kwgt);
+
+ /* Update the queue position */
+ if (moved[k] == -1)
+ FPQueueUpdate(&parts[qnum[k]][where[k]], k, (float)(oldgain), (float)(ed[k]-id[k]));
+
+ /* Update its boundary information */
+ if (ed[k] == 0 && bndptr[k] != -1)
+ BNDDelete(nbnd, bndind, bndptr, k);
+ else if (ed[k] > 0 && bndptr[k] == -1)
+ BNDInsert(nbnd, bndind, bndptr, k);
+ }
+ }
+
+
+ /****************************************************************
+ * Roll back computations
+ *****************************************************************/
+ for (nswaps--; nswaps>mincutorder; nswaps--) {
+ higain = swaps[nswaps];
+
+ to = where[higain] = (where[higain]+1)%2;
+ SWAP(id[higain], ed[higain], tmp);
+ if (ed[higain] == 0 && bndptr[higain] != -1 && xadj[higain] < xadj[higain+1])
+ BNDDelete(nbnd, bndind, bndptr, higain);
+ else if (ed[higain] > 0 && bndptr[higain] == -1)
+ BNDInsert(nbnd, bndind, bndptr, higain);
+
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+((to+1)%2)*ncon, 1);
+ for (j=xadj[higain]; j<xadj[higain+1]; j++) {
+ k = adjncy[j];
+
+ kwgt = (to == where[k] ? adjwgt[j] : -adjwgt[j]);
+ INC_DEC(id[k], ed[k], kwgt);
+
+ if (bndptr[k] != -1 && ed[k] == 0)
+ BNDDelete(nbnd, bndind, bndptr, k);
+ if (bndptr[k] == -1 && ed[k] > 0)
+ BNDInsert(nbnd, bndind, bndptr, k);
+ }
+ }
+
+ graph->mincut = mincut;
+ graph->gnvtxs = nbnd;
+
+
+ for (i=0; i<ncon; i++) {
+ FPQueueFree(&parts[i][0]);
+ FPQueueFree(&parts[i][1]);
+ }
+
+ GKfree((void **)&cand, (void **)&qnum, (void **)&moved, (void **)&swaps, LTERM);
+ return;
+}
+
+/*************************************************************************
+* This function balances two partitions by moving the highest gain
+* (including negative gain) vertices to the other domain.
+* It is used only when tha unbalance is due to non contigous
+* subdomains. That is, the are no boundary vertices.
+* It moves vertices from the domain that is overweight to the one that
+* is underweight.
+**************************************************************************/
+void Moc_Serial_Init2WayBalance(GraphType *graph, float *tpwgts)
+{
+ int i, ii, j, k;
+ int kwgt, nvtxs, nbnd, ncon, nswaps, from, to, cnum, tmp;
+ idxtype *xadj, *adjncy, *adjwgt, *where, *id, *ed, *bndptr, *bndind;
+ idxtype *qnum;
+ float *nvwgt, *npwgts;
+ FPQueueType parts[MAXNCON][2];
+ int higain, oldgain, mincut;
+ KeyValueType *cand;
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ adjncy = graph->adjncy;
+ nvwgt = graph->nvwgt;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+ id = graph->sendind;
+ ed = graph->recvind;
+ npwgts = graph->gnpwgts;
+ bndptr = graph->sendptr;
+ bndind = graph->recvptr;
+
+ qnum = idxmalloc(nvtxs, "qnum");
+ cand = (KeyValueType *)GKmalloc(nvtxs*sizeof(KeyValueType), "cand");
+
+ /* This is called for initial partitioning so we know from where to pick nodes */
+ from = 1;
+ to = (from+1)%2;
+
+ for (i=0; i<ncon; i++) {
+ FPQueueInit(&parts[i][0], nvtxs);
+ FPQueueInit(&parts[i][1], nvtxs);
+ }
+
+ /* Compute the queues in which each vertex will be assigned to */
+ for (i=0; i<nvtxs; i++)
+ qnum[i] = samax(ncon, nvwgt+i*ncon);
+
+ for (i=0; i<nvtxs; i++) {
+ cand[i].key = id[i]-ed[i];
+ cand[i].val = i;
+ }
+ ikeysort(nvtxs, cand);
+
+ /* Insert the nodes of the proper partition in the appropriate priority queue */
+ for (ii=0; ii<nvtxs; ii++) {
+ i = cand[ii].val;
+ if (where[i] == from) {
+ if (ed[i] > 0)
+ FPQueueInsert(&parts[qnum[i]][0], i, (float)(ed[i]-id[i]));
+ else
+ FPQueueInsert(&parts[qnum[i]][1], i, (float)(ed[i]-id[i]));
+ }
+ }
+
+ mincut = graph->mincut;
+ nbnd = graph->gnvtxs;
+ for (nswaps=0; nswaps<nvtxs; nswaps++) {
+ if (Serial_AreAnyVwgtsBelow(ncon, 1.0, npwgts+from*ncon, 0.0, nvwgt, tpwgts+from*ncon))
+ break;
+
+ if ((cnum = Serial_SelectQueueOneWay(ncon, npwgts, tpwgts, from, parts)) == -1)
+ break;
+
+
+ if ((higain = FPQueueGetMax(&parts[cnum][0])) == -1)
+ higain = FPQueueGetMax(&parts[cnum][1]);
+
+ mincut -= (ed[higain]-id[higain]);
+ saxpy2(ncon, 1.0, nvwgt+higain*ncon, 1, npwgts+to*ncon, 1);
+ saxpy2(ncon, -1.0, nvwgt+higain*ncon, 1, npwgts+from*ncon, 1);
+
+ where[higain] = to;
+
+ /**************************************************************
+ * Update the id[i]/ed[i] values of the affected nodes
+ ***************************************************************/
+ SWAP(id[higain], ed[higain], tmp);
+ if (ed[higain] == 0 && bndptr[higain] != -1 && xadj[higain] < xadj[higain+1])
+ BNDDelete(nbnd, bndind, bndptr, higain);
+ if (ed[higain] > 0 && bndptr[higain] == -1)
+ BNDInsert(nbnd, bndind, bndptr, higain);
+
+ for (j=xadj[higain]; j<xadj[higain+1]; j++) {
+ k = adjncy[j];
+ oldgain = ed[k]-id[k];
+
+ kwgt = (to == where[k] ? adjwgt[j] : -adjwgt[j]);
+ INC_DEC(id[k], ed[k], kwgt);
+
+ /* Update the queue position */
+ if (where[k] == from) {
+ if (ed[k] > 0 && bndptr[k] == -1) { /* It moves in boundary */
+ FPQueueDelete(&parts[qnum[k]][1], k);
+ FPQueueInsert(&parts[qnum[k]][0], k, (float)(ed[k]-id[k]));
+ }
+ else { /* It must be in the boundary already */
+ FPQueueUpdate(&parts[qnum[k]][0], k, (float)(oldgain), (float)(ed[k]-id[k]));
+ }
+ }
+
+ /* Update its boundary information */
+ if (ed[k] == 0 && bndptr[k] != -1)
+ BNDDelete(nbnd, bndind, bndptr, k);
+ else if (ed[k] > 0 && bndptr[k] == -1)
+ BNDInsert(nbnd, bndind, bndptr, k);
+ }
+ }
+
+ graph->mincut = mincut;
+ graph->gnvtxs = nbnd;
+
+ for (i=0; i<ncon; i++) {
+ FPQueueFree(&parts[i][0]);
+ FPQueueFree(&parts[i][1]);
+ }
+
+ GKfree((void **)&cand, (void **)&qnum, LTERM);
+}
+
+
+/*************************************************************************
+* This function selects the partition number and the queue from which
+* we will move vertices out
+**************************************************************************/
+int Serial_SelectQueueOneWay(int ncon, float *npwgts, float *tpwgts, int from,
+ FPQueueType queues[MAXNCON][2])
+{
+ int i, cnum=-1;
+ float max=0.0;
+
+ for (i=0; i<ncon; i++) {
+ if (npwgts[from*ncon+i]-tpwgts[from*ncon+i] >= max &&
+ FPQueueGetQSize(&queues[i][0]) + FPQueueGetQSize(&queues[i][1]) > 0) {
+ max = npwgts[from*ncon+i]-tpwgts[i];
+ cnum = i;
+ }
+ }
+
+ return cnum;
+}
+
+
+/*************************************************************************
+* This function computes the initial id/ed
+**************************************************************************/
+void Moc_Serial_Compute2WayPartitionParams(GraphType *graph)
+{
+ int i, j, me, nvtxs, ncon, nbnd, mincut;
+ idxtype *xadj, *adjncy, *adjwgt;
+ float *nvwgt, *npwgts;
+ idxtype *id, *ed, *where;
+ idxtype *bndptr, *bndind;
+
+ nvtxs = graph->nvtxs;
+ ncon = graph->ncon;
+ xadj = graph->xadj;
+ nvwgt = graph->nvwgt;
+ adjncy = graph->adjncy;
+ adjwgt = graph->adjwgt;
+ where = graph->where;
+
+ npwgts = sset(2*ncon, 0.0, graph->gnpwgts);
+ id = idxset(nvtxs, 0, graph->sendind);
+ ed = idxset(nvtxs, 0, graph->recvind);
+ bndptr = idxset(nvtxs, -1, graph->sendptr);
+ bndind = graph->recvptr;
+
+ /*------------------------------------------------------------
+ / Compute now the id/ed degrees
+ /------------------------------------------------------------*/
+ nbnd = mincut = 0;
+ for (i=0; i<nvtxs; i++) {
+ me = where[i];
+ saxpy2(ncon, 1.0, nvwgt+i*ncon, 1, npwgts+me*ncon, 1);
+
+ for (j=xadj[i]; j<xadj[i+1]; j++) {
+ if (me == where[adjncy[j]])
+ id[i] += adjwgt[j];
+ else
+ ed[i] += adjwgt[j];
+ }
+
+ if (ed[i] > 0 || xadj[i] == xadj[i+1]) {
+ mincut += ed[i];
+ bndptr[i] = nbnd;
+ bndind[nbnd++] = i;
+ }
+ }
+
+ graph->mincut = mincut/2;
+ graph->gnvtxs = nbnd;
+
+}
+
+/*************************************************************************
+* This function checks if the vertex weights of two vertices are below
+* a given set of values
+**************************************************************************/
+int Serial_AreAnyVwgtsBelow(int ncon, float alpha, float *vwgt1, float beta, float *vwgt2, float *limit)
+{
+ int i;
+
+ for (i=0; i<ncon; i++)
+ if (alpha*vwgt1[i] + beta*vwgt2[i] < limit[i])
+ return 1;
+
+ return 0;
+}
+
+
+/*************************************************************************
+* This function computes the edge-cut of a serial graph.
+**************************************************************************/
+int ComputeSerialEdgeCut(GraphType *graph)
+{
+ int i, j;
+ int cut = 0;
+
+ for (i=0; i<graph->nvtxs; i++) {
+ for (j=graph->xadj[i]; j<graph->xadj[i+1]; j++)
+ if (graph->where[i] != graph->where[graph->adjncy[j]])
+ cut += graph->adjwgt[j];
+ }
+ graph->mincut = cut/2;
+
+ return graph->mincut;
+}
+
+/*************************************************************************
+* This function computes the TotalV of a serial graph.
+**************************************************************************/
+int ComputeSerialTotalV(GraphType *graph, idxtype *home)
+{
+ int i;
+ int totalv = 0;
+
+ for (i=0; i<graph->nvtxs; i++)
+ if (graph->where[i] != home[i])
+ totalv += (graph->vsize == NULL) ? graph->vwgt[i] : graph->vsize[i];
+
+ return totalv;
+}
+
+