1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495
|
#include "dsdp5.h"
#include <stdio.h>
#include <string.h>
#include <math.h>
#include <stdlib.h>
/*! \file theta.c
\brief Read graph complement from file, formulate the Lovasz theta problem, and solve using DSDP.
*/
char help[]="\n\
Compute the Lovasz theta number for a graph. This number is an upper bound for \n\
the maximum clique of a graph, a lower bound for the mimimal graph coloring, and serves \n\
as a bound for several other combitorial graph problems. The number is the solution to \n\
a semidfinite program. \n\n\
The file should be the complement of the graph \n\
This file also demonstrates the use of customized data matrices in DSDP.\n\n\
DSDP Usage: theta <graph complement filename> \n";
typedef struct {
int v1,v2;
} EdgeMat;
#include "../src/sdp/dsdpdatamat_impl.h"
extern int SDPConeAddDataMatrix(SDPCone,int, int, int, char, struct DSDPDataMat_Ops*, void*);
/* These variables and routines are for customized SDP Data Matrices */
static struct DSDPDataMat_Ops edgematop;
static int EdgeMatOperationsInitialize(struct DSDPDataMat_Ops*);
static struct DSDPDataMat_Ops onematops;
static int OneMatOpsInitialize(struct DSDPDataMat_Ops*);
static struct DSDPDataMat_Ops identitymatops;
static int IdentitymatOperationsInitialize(struct DSDPDataMat_Ops*);
static int ReadGraphFromFile(char*,int*, int*, EdgeMat*[]);
int SetThetaData(DSDP, SDPCone, int, int, EdgeMat[]);
int LovaszTheta(int argc,char *argv[]);
int main(int argc,char *argv[]){
int info;
info=LovaszTheta(argc,argv);
return 0;
}
/*!
\fn int LovaszTheta(int argc,char *argv[]);
\param argc number of command line arguments
\param argv command line arguments
\brief Formulate and solve the Lovasz theta problem.
\ingroup Examples
\sa SetThetaData()
*/
int LovaszTheta(int argc,char *argv[]){
int info,kk,nedges,nnodes;
EdgeMat *Edges;
DSDP dsdp;
SDPCone sdpcone;
if (argc<2){ printf("%s",help); return(1); }
info = ReadGraphFromFile(argv[1],&nnodes,&nedges,&Edges);
if (info){ printf("Problem reading file\n"); return 1; }
info = DSDPCreate(nedges+1,&dsdp);
info = DSDPCreateSDPCone(dsdp,1,&sdpcone);
info = SDPConeSetBlockSize(sdpcone,0,nnodes);
info = SDPConeUsePackedFormat(sdpcone,0);
info = SDPConeSetSparsity(sdpcone,0,nedges+1);
if (info){ printf("Out of memory\n"); return 1; }
info = SetThetaData(dsdp, sdpcone, nnodes, nedges, Edges);
if (info){ printf("Out of memory\n"); return 1; }
info = DSDPSetGapTolerance(dsdp,0.001);
info = DSDPSetZBar(dsdp,nnodes+1);
info = DSDPReuseMatrix(dsdp,10);
for (kk=1; kk<argc-1; kk++){
if (strncmp(argv[kk],"-dloginfo",8)==0){
info=DSDPLogInfoAllow(DSDP_TRUE,0);
} else if (strncmp(argv[kk],"-params",7)==0){
info=DSDPReadOptions(dsdp,argv[kk+1]);
} else if (strncmp(argv[kk],"-help",5)==0){
printf("%s\n",help);
}
}
info=DSDPSetOptions(dsdp,argv,argc);
if (info){ printf("Out of memory\n"); return 1; }
info = DSDPSetStandardMonitor(dsdp,1);
if (info){ printf("Monitor Problem \n"); return 1; }
info = DSDPSetup(dsdp);
if (info){ printf("Out of memory\n"); return 1; }
if (0==1){info=SDPConeCheckData(sdpcone);}
info = DSDPSolve(dsdp);
if (info){ printf("Numberical error\n"); return 1; }
info=DSDPComputeX(dsdp);DSDPCHKERR(info);
if (0==1){ /* Look at the solution */
int n; double *xx;
info=SDPConeGetXArray(sdpcone,0,&xx,&n);
}
info = DSDPDestroy(dsdp);
free(Edges);
return 0;
} /* main */
/*!
\fn int SetThetaData(DSDP dsdp, SDPCone sdpcone, int nodes, int edges, EdgeMat Edge[]);
\param dsdp the solver
\param sdpcone the semidefinite cone
\param nodes number of nodes in graph
\param edges number of edges in graph
\param Edge edges in graph
\brief Given a graph, formulate Lovasz problem and set data.
\ingroup Examples
\sa LovaszTheta
*/
int SetThetaData(DSDP dsdp, SDPCone sdpcone, int nodes, int edges, EdgeMat Edge[]){
int i,info;
/* Create data matrices - these are all custom types */
/* The c matrix has all elements equal to 1.0 */
info=OneMatOpsInitialize(&onematops);
info=SDPConeAddDataMatrix(sdpcone,0,0,nodes,'P',&onematops,0);
/* For each edge connecting nodes i and j, X(i,j)=X(j,i)=0 */
info=EdgeMatOperationsInitialize(&edgematop);
for (i=0; i<edges; i++){
info = SDPConeAddDataMatrix(sdpcone,0,i+1,nodes,'P',&edgematop,(void*)&Edge[i]);
info = DSDPSetDualObjective(dsdp,i+1,0.0);
info = DSDPSetY0(dsdp,i+1,0.0);
if (info) return info;
}
/* The trace of X must equal 1.0 */
info = IdentitymatOperationsInitialize(&identitymatops);
info = SDPConeAddDataMatrix(sdpcone,0,edges+1,nodes,'P',&identitymatops,0);
info = DSDPSetDualObjective(dsdp,edges+1,1.0);
info = DSDPSetY0(dsdp,edges+1,-10*nodes-1);
/* The initial point y is feasible and near the central path */
info = DSDPSetR0(dsdp,0);
return(0);
}
#define BUFFERSIZ 100
#undef __FUNCT__
#define __FUNCT__ "ParseGraphline"
static int ParseGraphline(char * thisline,int *row,int *col,double *value,
int *gotem){
int temp;
int rtmp,coltmp;
rtmp=-1, coltmp=-1, *value=0.0;
temp=sscanf(thisline,"%d %d %lf",&rtmp,&coltmp,value);
if (temp==3 && rtmp>0 && coltmp>0) *gotem=3;
else if (temp==2 && rtmp>0 && coltmp>0){ *value = 1.0; *gotem=3;}
else *gotem=0;
*row=rtmp-1; *col=coltmp-1;
if (*gotem && (*col < 0 || *row < 0)){
printf("Node Number must be positive.\n, %s\n",thisline);
}
return(0);
}
#undef __FUNCT__
#define __FUNCT__ "ReadGraphFromFile"
static int ReadGraphFromFile(char* filename,int *nnodes, int *nedges, EdgeMat**EE){
FILE*fp;
char thisline[BUFFERSIZ]="*";
int i,k=0,line=0,nodes,edges,gotone=3;
int info,row,col;
double value;
EdgeMat *E;
fp=fopen(filename,"r");
if (!fp){ printf("Cannot open file %s !",filename); return(1); }
while(!feof(fp) && (thisline[0] == '*' || thisline[0] == '"') ){
fgets(thisline,BUFFERSIZ,fp); line++; }
if (sscanf(thisline,"%d %d",&nodes, &edges)!=2){
printf("First line must contain the number of nodes and number of edges\n");
return 1;
}
E=(EdgeMat*)malloc(edges*sizeof(EdgeMat)); *EE=E;
for (i=0; i<edges; i++){ E[i].v1=0; E[i].v2=0; }
while(!feof(fp) && gotone){
thisline[0]='\0';
fgets(thisline,BUFFERSIZ,fp); line++;
info = ParseGraphline(thisline,&row,&col,&value,&gotone);
if (gotone && k<edges &&
col < nodes && row < nodes && col >= 0 && row >= 0){
if (row > col){i=row;row=col;col=i;}
if (row == col){}
else { E[k].v1=row; E[k].v2=col; k++;}
} else if (gotone && k>=edges) {
printf("To many edges in file.\nLine %d, %s\n",line,thisline);
return 1;
} else if (gotone&&(col >= nodes || row >= nodes || col < 0 || row < 0)){
printf("Invalid node number.\nLine %d, %s\n",line,thisline);
return 1;
}
}
*nnodes=nodes; *nedges=k;
return 0;
}
/* SPecial Matrix where each edge represents a constraint matrix */
static int EdgeMatDestroy(void*);
static int EdgeMatView(void*);
static int EdgeMatVecVec(void*, double[], int, double *);
static int EdgeMatDot(void*, double[], int, int, double *);
static int EdgeMatGetRank(void*, int*, int);
static int EdgeMatFactor(void*);
static int EdgeMatGetEig(void*, int, double*, double[], int, int[], int*);
static int EdgeMatAddRowMultiple(void*, int, double, double[], int);
static int EdgeMatAddMultiple(void*, double, double[], int, int);
static int EdgeMatGetRowNnz(void*, int, int[], int*, int);
static int EdgeMatDestroy(void* AA){
return 0;
}
static int EdgeMatVecVec(void* A, double x[], int n, double *v){
EdgeMat*E=(EdgeMat*)A;
*v=2*x[E->v1]*x[E->v2];
return 0;
}
static int EdgeMatDot(void* A, double x[], int nn, int n, double *v){
EdgeMat*E=(EdgeMat*)A;
int k=E->v2*(E->v2+1)/2 + E->v1;
*v=2*x[k];
return 0;
}
static int EdgeMatView(void* A){
EdgeMat*E=(EdgeMat*)A;
printf(" Row: %d, Column: %d\n",E->v1,E->v2);
printf(" Row: %d, Column: %d\n",E->v2,E->v1);
return 0;
}
static int EdgeMatFactor(void* A){
return 0;
}
static int EdgeMatGetRank(void *A, int*rank, int n){
*rank=2;
return 0;
}
static int EdgeMatGetEig(void*A, int neig, double *eig, double v[], int n,int spind[], int *nind){
EdgeMat*E=(EdgeMat*)A;
double tt=1.0/sqrt(2.0);
memset((void*)v,0,(n)*sizeof(double));
memset((void*)spind,0,(n)*sizeof(int));
if (neig==0){
v[E->v1]=tt;v[E->v2]=tt;*eig=1;
spind[0]=E->v1;spind[1]=E->v2; *nind=2;
} else if (neig==1){
v[E->v1]=-tt;v[E->v2]=tt;*eig=-1;
spind[0]=E->v1;spind[1]=E->v2; *nind=2;
} else { *eig=0;*nind=0;}
return 0;
}
static int EdgeMatGetRowNnz(void*A, int nrow, int nz[], int *nnzz, int n){
EdgeMat*E=(EdgeMat*)A;
if (nrow==E->v1){ nz[E->v2]++; *nnzz=1;}
else if (nrow==E->v2){nz[E->v1]++; *nnzz=1;}
else {*nnzz=0;}
return 0;
}
static int EdgeMatAddRowMultiple(void*A, int nrow, double dd, double rrow[], int n){
EdgeMat*E=(EdgeMat*)A;
if (nrow==E->v1){ rrow[E->v2]+=dd;}
else if (nrow==E->v2){rrow[E->v1]+=dd;}
return 0;
}
static int EdgeMatAddMultiple(void*A, double dd, double vv[], int nn, int n){
EdgeMat*E=(EdgeMat*)A;
int k=E->v2*(E->v2+1)/2 + E->v1;
vv[k]+=dd;
return 0;
}
static int EdgeMatFNorm(void*A, int n, double *fnorm){
*fnorm=2.0;
return 0;
}
static int EdgeMatCountNonzeros(void*A, int *nnz, int n){
*nnz=1;
return 0;
}
static const char *datamatname="THETA EDGE MATRIX";
static int EdgeMatOperationsInitialize(struct DSDPDataMat_Ops* edgematoperator){
int info;
if (edgematoperator==NULL) return 0;
info=DSDPDataMatOpsInitialize(edgematoperator); if (info){ return info;}
edgematoperator->matfactor1=EdgeMatFactor;
edgematoperator->matgetrank=EdgeMatGetRank;
edgematoperator->matgeteig=EdgeMatGetEig;
edgematoperator->matvecvec=EdgeMatVecVec;
edgematoperator->matrownz=EdgeMatGetRowNnz;
edgematoperator->matdot=EdgeMatDot;
edgematoperator->matfnorm2=EdgeMatFNorm;
edgematoperator->matnnz=EdgeMatCountNonzeros;
edgematoperator->mataddrowmultiple=EdgeMatAddRowMultiple;
edgematoperator->mataddallmultiple=EdgeMatAddMultiple;
edgematoperator->matdestroy=EdgeMatDestroy;
edgematoperator->matview=EdgeMatView;
edgematoperator->matname=datamatname;
edgematoperator->id=25;
return 0;
}
/* SPecial Matrix where all elements equal negative one */
static int OneMatDestroy(void*);
static int OneMatView(void*);
static int OneMatVecVec(void*, double[], int, double *);
static int OneMatDot(void*, double[], int, int, double *);
static int OneMatGetRank(void*, int*, int);
static int OneMatFactor(void*);
static int OneMatGetEig(void*, int, double*, double[], int, int[], int*);
static int OneMatRowNnz(void*, int, int[], int*, int);
static int OneMatAddRowMultiple(void*, int, double, double[], int);
static int OneMatAddMultiple(void*, double, double[], int,int);
static int OneMatFactor(void*A){return 0;}
static int OneMatGetRank(void *A, int *rank, int n){*rank=1;return 0;}
static int OneMatFNorm2(void*AA, int n, double *fnorm2){*fnorm2=1.0*n*n;return 0;}
static int OneMatCountNonzeros(void*AA, int *nnz, int n){*nnz=n*n;return 0;}
static int OneMatDot(void* A, double x[], int nn, int n, double *v){
double dtmp=0.0;
int i,j;
for (i=0;i<n;i++){
for (j=0;j<i;j++,x++){dtmp+= (*x);}
dtmp+= (*x);x++;
}
*v=-2*dtmp;
return 0;
}
static int OneMatVecVec(void* A, double x[], int n, double *v){
double dtmp=0.0;
int i;
for (i=0; i<n; i++){dtmp+=x[i];}
*v=-dtmp*dtmp;
return 0;
}
static int OneMatAddMultiple(void*A, double ddd, double vv[], int nn, int n){
int i,j;
for (i=0;i<n;i++){
for (j=0;j<i;j++,vv++){(*vv)+=-ddd;}
(*vv)+=-ddd; vv++;
}
return 0;
}
static int OneMatAddRowMultiple(void*A, int nrow, double ddd, double row[], int n){
int i;
for (i=0;i<n;i++){row[i] -= ddd;}
row[nrow] -= ddd;
return 0;
}
static int OneMatGetEig(void*A, int neig, double *eig, double v[], int n, int spind[], int *nind){
int i;
if (neig==0){ *eig=-1; for (i=0;i<n;i++){ v[i]=1.0; spind[i]=i;} *nind=n;
} else { *eig=0; for (i=0;i<n;i++){ v[i]=0.0; } *nind=0;
}
return 0;
}
static int OneMatRowNnz(void*A, int row, int nz[], int *nnz, int n){
int i;
for (i=0;i<n;i++){ nz[i]++; }
*nnz=n;
return 0;
}
static int OneMatView(void* AA){
printf("Every element of the matrix is the same: -1\n");
return 0;
}
static int OneMatDestroy(void* A){return 0;}
static const char *mat1name="THETA ALL ELEMENTS EQUAL -ONE";
static int OneMatOpsInitialize(struct DSDPDataMat_Ops* mat1ops){
int info;
if (mat1ops==NULL) return 0;
info=DSDPDataMatOpsInitialize(mat1ops); DSDPCHKERR(info);
mat1ops->matfactor1=OneMatFactor;
mat1ops->matgetrank=OneMatGetRank;
mat1ops->matgeteig=OneMatGetEig;
mat1ops->matvecvec=OneMatVecVec;
mat1ops->matdot=OneMatDot;
mat1ops->mataddrowmultiple=OneMatAddRowMultiple;
mat1ops->mataddallmultiple=OneMatAddMultiple;
mat1ops->matdestroy=OneMatDestroy;
mat1ops->matview=OneMatView;
mat1ops->matrownz=OneMatRowNnz;
mat1ops->matfnorm2=OneMatFNorm2;
mat1ops->matnnz=OneMatCountNonzeros;
mat1ops->id=18;
mat1ops->matname=mat1name;
return 0;
}
/* Special Matrix for the Identity */
static int IdentityMatDestroy(void*);
static int IdentityMatView(void*);
static int IdentityMatVecVec(void*, double[], int, double *);
static int IdentityMatDot(void*, double[], int, int, double *);
static int IdentityMatGetRank(void*, int*,int);
static int IdentityMatFactor(void*);
static int IdentityMatGetEig(void*, int, double*, double[], int, int[], int*);
static int IdentityMatAddRowMultiple(void*, int, double, double[], int);
static int IdentityMatAddMultiple(void*, double, double[], int, int);
static int IdentityMatGetRowNnz(void*, int, int[], int*, int);
static int IdentityMatDestroy(void* AA){return 0;}
static int IdentityMatFNorm2(void* AA, int n, double *v){*v=1.0*n;return 0;}
static int IdentityMatGetRank(void *AA, int*rank, int n){*rank=n;return 0;}
static int IdentityMatFactor(void*A){return 0;}
static int IdentityMatCountNonzeros(void*A, int *nnz, int n){*nnz=n;return 0;}
static int IdentityMatVecVec(void* AA, double x[], int n, double *v){
int i;
*v=0;
for (i=0;i<n;i++){ *v+=x[i]*x[i]; }
return 0;
}
static int IdentityMatDot(void* AA, double x[], int nn, int n, double *v){
int i;
double vv=0;
for (i=0;i<n;i++){ vv+=x[((i+1)*(i+2))/2-1];}
*v = 2*vv;
return 0;
}
static int IdentityMatView(void* AA){
printf("Identity matrix: All Diagonal elements equal 1.0\n");
return 0;
}
static int IdentityMatGetEig(void*AA, int neig, double *eig, double v[], int n, int spind[], int *nind){
if (neig<0 || neig>=n){ *eig=0; return 0;}
memset((void*)v,0,(n)*sizeof(double));
*eig=1.0; v[neig]=1.0; spind[0]=neig; *nind=1;
return 0;
}
static int IdentityMatGetRowNnz(void*A, int nrow, int nz[], int *nnzz, int n){
if (nrow>=0 && nrow < n){
*nnzz=1; nz[nrow]++;
} else { *nnzz=0;
}
return 0;
}
static int IdentityMatAddRowMultiple(void*A, int nrow, double dd, double rrow[], int n){
rrow[nrow] += dd;return 0;
}
static int IdentityMatAddMultiple(void*A, double dd, double vv[], int nn, int n){
int i;
for (i=0;i<n;i++){ vv[(i+1)*(i+2)/2-1] += dd;}
return 0;
}
static const char *eyematname="THETA IDENTITY MATRIX";
static int IdentitymatOperationsInitialize(struct DSDPDataMat_Ops* imatops){
int info;
if (imatops==NULL) return 0;
info=DSDPDataMatOpsInitialize(imatops); if (info){return info;}
imatops->matfactor1=IdentityMatFactor;
imatops->matgetrank=IdentityMatGetRank;
imatops->matgeteig=IdentityMatGetEig;
imatops->matvecvec=IdentityMatVecVec;
imatops->matrownz=IdentityMatGetRowNnz;
imatops->matdot=IdentityMatDot;
imatops->matfnorm2=IdentityMatFNorm2;
imatops->matnnz=IdentityMatCountNonzeros;
imatops->mataddrowmultiple=IdentityMatAddRowMultiple;
imatops->mataddallmultiple=IdentityMatAddMultiple;
imatops->matdestroy=IdentityMatDestroy;
imatops->matview=IdentityMatView;
imatops->id=12;
imatops->matname=eyematname;
return 0;
}
|