static int
populatebycolumn (CPXENVptr env, CPXLPptr lp)
{
int status = 0;
double obj[NUMCOLS];
double lb[NUMCOLS];
double ub[NUMCOLS];
char *colname[NUMCOLS];
int matbeg[NUMCOLS];
int matind[NUMNZ];
double matval[NUMNZ];
double rhs[NUMROWS];
char sense[NUMROWS];
char *rowname[NUMROWS];
/* To build the problem by column, create the rows, and then
add the columns. */
status = CPXchgobjsen (env, lp, CPX_MAX); /* Problem is maximization */
if ( status ) goto TERMINATE;
/* Now create the new rows. First, populate the arrays. */
rowname[0] = "c1";
sense[0] = 'L';
rhs[0] = 20.0;
rowname[1] = "c2";
sense[1] = 'L';
rhs[1] = 30.0;
status = CPXnewrows (env, lp, NUMROWS, rhs, sense, NULL, rowname);
if ( status ) goto TERMINATE;
/* Now add the new columns. First, populate the arrays. */
obj[0] = 1.0; obj[1] = 2.0; obj[2] = 3.0;
matbeg[0] = 0; matbeg[1] = 2; matbeg[2] = 4;
matind[0] = 0; matind[2] = 0; matind[4] = 0;
matval[0] = -1.0; matval[2] = 1.0; matval[4] = 1.0;
matind[1] = 1; matind[3] = 1; matind[5] = 1;
matval[1] = 1.0; matval[3] = -3.0; matval[5] = 1.0;
lb[0] = 0.0; lb[1] = 0.0; lb[2] = 0.0;
ub[0] = 40.0; ub[1] = CPX_INFBOUND; ub[2] = CPX_INFBOUND;
colname[0] = "x1"; colname[1] = "x2"; colname[2] = "x3";
status = CPXaddcols (env, lp, NUMCOLS, NUMNZ, obj, matbeg, matind,
matval, lb, ub, colname);
if ( status ) goto TERMINATE;
TERMINATE:
return (status);
} /* END populatebycolumn */
//*******************************************************************
CPXLPptr CSolver::LoadProblem(bool bMip) {
m_lp = CPXcreateprob (m_env, &m_status, m_pszProbname);
CPXchgobjsen (m_env, m_lp, m_nObjSense );
if ( m_status != 0 ) {
CPXgeterrorstring(m_env, m_status, m_error );
return 0;
}
if ( m_status != 0 ) {
CPXgeterrorstring(m_env, m_status, m_error );
return 0;
}
m_status = CPXnewrows( m_env, m_lp, m_nRhsItems, m_pRhs,
m_pRhsSense, 0, m_rname);
if ( m_status != 0 ) {
CPXgeterrorstring(m_env, m_status, m_error );
return 0;
}
if (!bMip)
m_status = CPXnewcols( m_env, m_lp, m_nObjItems, m_pObj,
m_pBdl, m_pBdu, NULL, m_cname);
else
m_status = CPXnewcols( m_env, m_lp, m_nObjItems, m_pObj,
m_pBdl, m_pBdu, m_pCtype, m_cname);
if ( m_status != 0 ) {
CPXgeterrorstring(m_env, m_status, m_error );
return 0;
}
m_status = CPXchgcoeflist(m_env, m_lp, m_nCoefItems,
m_pRowNdx, m_pColNdx, m_pCoef);
if ( m_status != 0 ) {
CPXgeterrorstring(m_env, m_status, m_error );
return 0;
}
FreeMemory();
return m_lp;
}
static int
populatebycolumn (CPXENVptr env, CPXLPptr lp,
int nfoods, double *cost, double *lb, double *ub,
int nnutr, double *nutrmin, double *nutrmax,
double **nutrper)
{
int status = 0;
int i, j;
int zero = 0;
int *ind = NULL;
double *val = NULL;
char *sense = NULL;
double *rngval = NULL;
sense = (char*)malloc(nnutr * sizeof(char));
if ( sense == NULL ) {
status = CPXERR_NO_MEMORY;
goto TERMINATE;
}
for (i = 0; i < nnutr; i++) {
sense[i] = 'R';
}
val = (double*)malloc(nnutr * sizeof(double));
if ( val == NULL ) {
status = CPXERR_NO_MEMORY;
goto TERMINATE;
}
rngval = (double*)malloc(nnutr * sizeof(double));
if ( rngval == NULL ) {
status = CPXERR_NO_MEMORY;
goto TERMINATE;
}
for (i = 0; i < nnutr; i++) {
rngval[i] = nutrmax[i] - nutrmin[i];
}
ind = (int*) malloc(nfoods * sizeof(int));
if ( ind == NULL ) {
status = CPXERR_NO_MEMORY;
goto TERMINATE;
}
for (i = 0; i < nnutr; i++) {
ind[i] = i;
}
status = CPXnewrows (env, lp, nnutr, nutrmin, sense, rngval, NULL);
if ( status ) goto TERMINATE;
for (j = 0; j < nfoods; ++j) {
for (i = 0; i < nnutr; i++) {
val[i] = nutrper[i][j];
}
status = CPXaddcols (env, lp, 1, nnutr, cost+j, &zero,
ind, val, lb+j, ub+j, NULL);
if ( status ) goto TERMINATE;
}
TERMINATE:
free_and_null ((char **)&sense);
free_and_null ((char **)&rngval);
free_and_null ((char **)&ind);
free_and_null ((char **)&val);
return (status);
} /* END populatebycolumn */
inline int
populatebynonzero (CPXENVptr env, CPXLPptr lp, int m, int n, int timeout,
sched_nodeinfo_t *node_array, solver_job_list_t *job_array)
{
int NUMCOLS = n * (2 * m + 2);
int NUMROWS = n * 3 + m * 2 + m * n * 2;
int NUMNZ = 2 * n * (4 * m + 1);
int NZc = 0; /* nonzero counter */
int status = 0;
double *obj = NULL;
obj = (double*)malloc(NUMCOLS * sizeof(double));
double *lb = (double*)malloc(NUMCOLS * sizeof(double));
double *ub = (double*)malloc(NUMCOLS * sizeof(double));
double *rhs = (double*)malloc(NUMROWS * sizeof(double));
char *sense = (char*)malloc(NUMROWS * sizeof(char));
/*
char **colname = (char**)malloc(NUMCOLS * sizeof(char*));
char **rowname = (char**)malloc(NUMROWS * sizeof(char[10]));
char str[10];
*/
int *rowlist = (int*)malloc(NUMNZ * sizeof(int));
int *collist = (int*)malloc(NUMNZ * sizeof(int));
double *vallist = (double*)malloc(NUMNZ * sizeof(double));
int i, j, d;
/*int rc = 0, cc = 0;*/
CPXchgobjsen (env, lp, CPX_MAX); /* Problem is maximization */
/* row definitions */
for (j = 0; j < n; j++) {
sense[j] = 'E';
rhs[j] = 0.0;
/*debug3("cpueq row counter: %d, no: %d",rc++, j);*/
/*sprintf(str,"CPUeq_%d",j+1);
rowname[j] = str;*/
}
for (i = 0; i < m; i++) {
sense[n + i] = 'L';
rhs[n + i] = (double)(node_array[i].rem_cpus);
/*sprintf(str,"NODEeq_%d",i+1);
rowname[n + i] = str;*/
/*debug3("nodeeq row counter: %d, no: %d",rc++, n+i);*/
sense[n + m + i] = 'L';
rhs[n + m + i] = (double)(node_array[i].rem_gpus);
/*debug3("gpueq row counter: %d, no: %d",rc++, n+m+i);*/
/*sprintf(str,"GPUeq_%d",i+1);
rowname[n + m + i] = str;*/
}
for (j = 0; j < n; j++) {
for (i = 0; i < m; i++) {
d = n + 2 * m + j * m * 2 + i * 2;
sense[d] = 'L';
rhs[d] = 0.0;
/*debug3("t_i_j_le row counter: %d, no: %d",rc++,d);*/
/*sprintf(rowname[d],"t_%d_%d_LE",j+1,i+1);
rowname[d] = str;*/
sense[d + 1] = 'G';
rhs[d + 1] = 0.0;
/*debug3("t_i_j_ge row counter: %d, no: %d",rc++,d+1);*/
/*sprintf(rowname[d+1],"t_%d_%d_GE",j+1,i+1);
rowname[d+1] = str;*/
}
}
for (j = 0; j < n; j++) {
sense[n + 2 * m + n * m * 2 + j * 2] = 'L';
rhs[n + 2 * m + n * m * 2 + j * 2] = 0.0;
/*debug3("minmax row counter: %d, no: %d",rc++,n + 2 * m + n * m * 2 + j * 2);*/
sense[n + 2 * m + n * m * 2 + j * 2 + 1] = 'G';
rhs[n + 2 * m + n * m * 2 + j * 2 + 1] = 0.0;
/*debug3("minmax row counter: %d, no: %d",rc++,n + 2 * m + n * m * 2 + j * 2 + 1);*/
/*sprintf(str,"minmax_%d",j+1);
rowname[n + 4 * m + n * m * 2 + j] = str;*/
}
status = CPXnewrows (env, lp, NUMROWS, rhs, sense, NULL, NULL);
if ( status ) goto TERMINATE;
/*debug3("ROWS: %d, column def starting",NUMROWS);*/
/* column definitions */
for (j = 0; j < n; j++) {
/*sprintf(str, "s_%d",j+1);
colname[j] = str;*/
lb[j] = 0.0;
ub[j] = 1.0;
/*debug3("s_j col counter: %d, no: %d",cc++,j);*/
}
/*debug3("defined s_j");*/
for (i = 0; i < m; i++) {
for (j = 0; j < n; j++) {
/*sprintf(str, "x_%d_%d",i+1,j+1);
colname[(i + 1) * n + j] = str;*/
lb[(i + 1) * n + j] = 0.0;
ub[(i + 1) * n + j] = CPX_INFBOUND;
/*debug3("x_i_j col counter: %d, no: %d",cc++,(i+1)*n+j);*/
}
}
/*debug3("defined x_i_j");*/
for (j = 0; j < n; j++) {
/*sprintf(str, "c_%d",j+1);
colname[n * (m + 1) + j] = str;*/
/* min_nodes_j <= c_j <= max_nodes_j */
lb[n * (m + 1) + j] = (m + 1) * (job_array[j].min_nodes);
ub[n * (m + 1) + j] = (m + 1) * (job_array[j].max_nodes);
/*debug3("c_j col counter: %d, no: %d",cc++,n*(m+1)+j);*/
}
/*debug3("defined c_j");*/
for (j = 0; j < n; j++) {
for (i = 0; i < m; i++) {
/*sprintf(str, "t_%d_%d",j+1,i+1);
colname[n * (m + 2) + j * m + i] = str;*/
lb[n * (m + 2) + j * m + i] = 0.0;
ub[n * (m + 2) + j * m + i] = 1.0;
/*debug3("t_i_j col counter: %d, no: %d",cc++,n*(m+2)+j*m+i);*/
}
}
/*debug3("defined t_i_j");*/
for (j = 0; j < NUMCOLS; j++) {
obj[j] = 0;
}
for (j = 0; j < n; j++) {
obj[j] = (job_array[j].priority);
obj[n * (m + 1) + j] = (-1.0)*(job_array[j].priority);
}
status = CPXnewcols (env, lp, NUMCOLS, obj, lb, ub, NULL, NULL);
if ( status ) goto TERMINATE;
/*debug3("constraint coefficients");*/
/* constraints */
/* sum over nodes should be equal to job's required cpu */
/* sum_i(x_ij) = r_j * s_j */
for (j = 0; j < n; j++) {
for (i = 0; i < m; i++) {
rowlist[NZc] = j;
vallist[NZc] = 1.0;
collist[NZc++] = (i + 1) * n + j;
/*debug3("con1 collist %d",(i + 1) * n + j);*/
}
rowlist[NZc] = j;
vallist[NZc] = (int)(-job_array[j].min_cpus);
collist[NZc++] = j;
/*debug3("con1 collist %d",j);*/
}
/* nzc = m*n+n */
/* sum over jobs for cpu should be available on nodes */
/* sum_j(x_ij) <= R_i */
for (i = 0; i < m; i++) {
for (j = 0; j < n; j++) {
/*debug3("con2 collist %d",(i + 1) * n + j);*/
rowlist[NZc] = n + i;
vallist[NZc] = 1.0;
collist[NZc++] = (i + 1) * n + j;
}
}
/* nzc = 2*m*n+n */
/* sum over jobs for gpu should be available on nodes */
/* sum_j(t_ji * g_j) <= G_i */
for (i = 0; i < m; i++) {
for (j = 0; j < n; j++) {
rowlist[NZc] = n + m + i;
vallist[NZc] = job_array[j].gpu;
collist[NZc++] = n * (m + 2) + j * m + i;
/*debug3("con3 collist %d",n * (m + 2) + j * m + i);*/
}
}
/* nzc = 3*m*n+n */
status = CPXchgcoeflist (env, lp, NZc, rowlist, collist, vallist);
if ( status ) goto TERMINATE;
TERMINATE:
free_and_null ((char **) &obj);
free_and_null ((char **) &lb);
free_and_null ((char **) &ub);
free_and_null ((char **) &rhs);
free_and_null ((char **) &sense);
return (status);
}
static int
populatebynonzero (CPXENVptr env, CPXLPptr lp)
{
int status = 0;
double obj[NUMCOLS];
double lb[NUMCOLS];
double ub[NUMCOLS];
char *colname[NUMCOLS];
double rhs[NUMROWS];
char sense[NUMROWS];
char *rowname[NUMROWS];
int rowlist[NUMNZ];
int collist[NUMNZ];
double vallist[NUMNZ];
status = CPXchgobjsen (env, lp, CPX_MAX); /* Problem is maximization */
if ( status ) goto TERMINATE;
/* Now create the new rows. First, populate the arrays. */
rowname[0] = "c1";
sense[0] = 'L';
rhs[0] = 20.0;
rowname[1] = "c2";
sense[1] = 'L';
rhs[1] = 30.0;
status = CPXnewrows (env, lp, NUMROWS, rhs, sense, NULL, rowname);
if ( status ) goto TERMINATE;
/* Now add the new columns. First, populate the arrays. */
obj[0] = 1.0; obj[1] = 2.0; obj[2] = 3.0;
lb[0] = 0.0; lb[1] = 0.0; lb[2] = 0.0;
ub[0] = 40.0; ub[1] = CPX_INFBOUND; ub[2] = CPX_INFBOUND;
colname[0] = "x1"; colname[1] = "x2"; colname[2] = "x3";
status = CPXnewcols (env, lp, NUMCOLS, obj, lb, ub, NULL, colname);
if ( status ) goto TERMINATE;
/* Now create the list of coefficients */
rowlist[0] = 0; collist[0] = 0; vallist[0] = -1.0;
rowlist[1] = 0; collist[1] = 1; vallist[1] = 1.0;
rowlist[2] = 0; collist[2] = 2; vallist[2] = 1.0;
rowlist[3] = 1; collist[3] = 0; vallist[3] = 1.0;
rowlist[4] = 1; collist[4] = 1; vallist[4] = -3.0;
rowlist[5] = 1; collist[5] = 2; vallist[5] = 1.0;
status = CPXchgcoeflist (env, lp, 6, rowlist, collist, vallist);
if ( status ) goto TERMINATE;
TERMINATE:
return (status);
} /* END populatebynonzero */
static int
buildnetwork (CPXENVptr env, CPXLPptr lp)
{
char sense[NUMNODES];
double rhs[NUMNODES];
int ind[2];
double val[2];
char *name[1];
char buffer[100];
int i, j, varindex;
int zero = 0;
double dblzero = 0.0;
double dblone = 1.0;
char binary = 'B';
int status = 0;
/* Create constraint placeholders ---
One constraint for each node (flow constraints)
*/
for (i = 0; i < NUMNODES; i++) {
rhs[i] = demand[i];
sense[i] = 'G';
}
status = CPXnewrows (env, lp, NUMNODES, rhs, sense, NULL, NULL);
if ( status ) {
fprintf (stderr, "Could not create new rows.\n");
goto TERMINATE;
}
/* Add flow variables */
for (j = 0; j < NUMEDGES; j++) {
ind[0] = orig[j]; /* Flow leaves origin */
val[0] = -1.0;
ind[1] = dest[j]; /* Flow arrives at destination */
val[1] = 1.0;
name[0] = buffer;
sprintf(buffer, "x%d%d", orig[j], dest[j]);
status = CPXaddcols (env, lp, 1, 2, &unitcost[j], &zero, ind, val,
NULL, NULL, name);
if ( status ) {
fprintf (stderr, "Failed to add flow edge.\n");
goto TERMINATE;
}
}
/* Add fixed charge variables */
for (j = 0; j < NUMEDGES; j++) {
name[0] = buffer;
sprintf(buffer, "f%d%d", orig[j], dest[j]);
status = CPXaddcols (env, lp, 1, 0, &fixedcost[j], &zero, ind, val,
&dblzero, &dblone, name);
if ( status ) {
fprintf (stderr, "Failed to add fixed charge variable.\n");
goto TERMINATE;
}
varindex = NUMEDGES+j;
status = CPXchgctype (env, lp, 1, &varindex, &binary);
if ( status ) {
fprintf (stderr, "Failed to change variable type.\n");
goto TERMINATE;
}
}
/* Add indicator constraints --
f = 0 -> x <= 0 */
for (j = 0; j < NUMEDGES; j++) {
varindex = j;
sprintf(buffer, "indicator%d", j);
status = CPXaddindconstr (env, lp, NUMEDGES+j, 1, 1,
0.0, 'L', &varindex, &dblone, buffer);
if ( status ) {
fprintf (stderr, "Failed to add indicator constraint.");
goto TERMINATE;
}
}
TERMINATE:
return (status);
} /* END buildnetwork */
void
DDSIP_DetEqu ()
{
CPXLPptr det_equ;
int status, scen, i, j, k;
char probname[] = "sipout/det_equ.lp.gz";
double *obj_coef;
double *scaled_obj_coef;
char *sense;
char **scen_spec_rowname;
char **scen_spec_colname;
char **rowname, *rownamestore;
char **colname, *colnamestore;
int rowstorespace, rowsurplus_p;
int colstorespace, colsurplus_p;
char *string1, *string2;
double coef;
double *lb, *lb_sorted;
double *ub, *ub_sorted;
char *vartype, *vartype_sorted;
int *colindex_sorted, *colindex_revers, *matcol_sorted;
double *value;
double *det_equ_rhs = NULL;
double *non_stoc_rhs = NULL;
if (DDSIP_param->seccon)
det_equ_rhs = (double *) DDSIP_Alloc(sizeof(double),DDSIP_param->seccon,"det_equ_rhs(DetEqu)");
else
{
fprintf (stderr,"XXX ERROR: no second stage contraints, got DDSIP_param->seccon=%d.\n",DDSIP_param->seccon);
exit (1);
}
if (DDSIP_param->seccon - DDSIP_param->stocrhs>0)
non_stoc_rhs = (double *) DDSIP_Alloc(sizeof(double),DDSIP_param->seccon - DDSIP_param->stocrhs,"non_stoc_rhs(DetEqu)");
fprintf (stderr,
"\nBuilding deterministic equivalent. This may take some time.\nWorks only for expectation-based model so far.\n");
if (!(sense = (char *) calloc (DDSIP_param->seccon, sizeof (char))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
if (!(obj_coef = (double *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (double))) ||
!(scaled_obj_coef = (double *) calloc (DDSIP_bb->secvar, sizeof (double))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
det_equ = CPXcloneprob (DDSIP_env, DDSIP_lp, &status);
CPXchgprobname (DDSIP_env, det_equ, probname);
if (!(rowname = (char **) calloc (DDSIP_param->seccon, sizeof (char *)))
|| !(scen_spec_rowname = (char **) calloc (DDSIP_param->seccon, sizeof (char *)))
|| !(rownamestore = (char *) calloc (DDSIP_param->seccon * 255, sizeof (char))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
rowstorespace = DDSIP_param->seccon * 255;
status = CPXgetrowname (DDSIP_env, DDSIP_lp, rowname, rownamestore,
rowstorespace, &rowsurplus_p, DDSIP_param->firstcon, DDSIP_param->firstcon + DDSIP_param->seccon - 1);
if (!(colname = (char **) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (char *)))
|| !(scen_spec_colname = (char **) calloc (DDSIP_param->secvar, sizeof (char *)))
|| !(colnamestore = (char *) calloc (DDSIP_param->secvar * 255, sizeof (char))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
colstorespace = (DDSIP_param->firstvar + DDSIP_param->secvar) * 255;
status = CPXgetcolname (DDSIP_env, DDSIP_lp, colname, colnamestore,
colstorespace, &colsurplus_p, 0, DDSIP_param->firstvar + DDSIP_param->secvar - 1);
/*____________________________________________________________________________________*/
status = CPXgetsense (DDSIP_env, DDSIP_lp, sense, DDSIP_param->firstcon, DDSIP_param->firstcon + DDSIP_param->seccon - 1);
/*____________________________________________________________________________________*/
status = CPXgetrhs (DDSIP_env, DDSIP_lp, non_stoc_rhs, DDSIP_param->firstcon + DDSIP_param->stocrhs, DDSIP_param->firstcon + DDSIP_param->seccon - 1);
/*____________________________________________________________________________________*/
status = CPXgetobj (DDSIP_env, DDSIP_lp, obj_coef, 0, DDSIP_param->firstvar + DDSIP_param->secvar - 1);
/*____________________________________________________________________________________*/
//copy rownames scenario many times, append scenario index
//and enter sense and rhs
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
for (j = 0; j < DDSIP_param->seccon; j++)
{
if (!(string2 = (char *) calloc (1, 255 * sizeof (char))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
string1 = rowname[j];
sprintf (string2, "%sSC%.3d", string1, scen);
scen_spec_rowname[j] = string2;
if (j < DDSIP_param->stocrhs)
det_equ_rhs[j] = DDSIP_data->rhs[DDSIP_param->stocrhs * scen + j];
else
det_equ_rhs[j] = non_stoc_rhs[j - DDSIP_param->stocrhs];
}
status = CPXnewrows (DDSIP_env, det_equ, DDSIP_param->seccon, det_equ_rhs, sense, NULL, scen_spec_rowname);
for (j = 0; j < DDSIP_param->seccon; j++)
DDSIP_Free ((void **) &(scen_spec_rowname[j]));
}
//copy colnames scenario many times, append scenario index
//and enter into constraint matrix
if (!(lb = (double *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (double)))
|| !(lb_sorted = (double *) calloc (DDSIP_param->secvar, sizeof (double)))
|| !(ub = (double *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (double)))
|| !(ub_sorted = (double *) calloc (DDSIP_param->secvar, sizeof (double)))
|| !(vartype = (char *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (char)))
|| !(vartype_sorted = (char *) calloc (DDSIP_param->secvar, sizeof (double)))
|| !(colindex_revers = (int *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (int)))
|| !(colindex_sorted = (int *) calloc (DDSIP_param->firstvar + DDSIP_param->secvar, sizeof (int))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
status = CPXgetlb (DDSIP_env, det_equ, lb, 0, DDSIP_param->firstvar + DDSIP_param->secvar - 1);
status = CPXgetub (DDSIP_env, det_equ, ub, 0, DDSIP_param->firstvar + DDSIP_param->secvar - 1);
status = CPXgetctype (DDSIP_env, det_equ, vartype, 0, DDSIP_param->firstvar + DDSIP_param->secvar - 1);
for (j = 0; j < DDSIP_param->secvar; j++)
{
vartype_sorted[j] = vartype[DDSIP_bb->secondindex[j]];
lb_sorted[j] = lb[DDSIP_bb->secondindex[j]];
ub_sorted[j] = ub[DDSIP_bb->secondindex[j]];
}
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
for (j = 0; j < DDSIP_param->secvar; j++)
{
if (!(string2 = (char *) calloc (1, 255 * sizeof (char))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
string1 = colname[DDSIP_bb->secondindex[j]];
sprintf (string2, "%sSC%.3d", string1, scen);
scen_spec_colname[j] = string2;
scaled_obj_coef[j] = DDSIP_data->prob[scen] * obj_coef[DDSIP_bb->secondindex[j]];
}
status =
CPXnewcols (DDSIP_env, det_equ, DDSIP_param->secvar, scaled_obj_coef,
lb_sorted, ub_sorted, vartype_sorted, scen_spec_colname);
for (j = 0; j < DDSIP_param->secvar; j++)
DDSIP_Free ((void **) &(scen_spec_colname[j]));
}
/////////////////////////////////////////////////
for (j = 0; j < DDSIP_param->firstvar; j++)
{
colindex_sorted[j] = DDSIP_bb->firstindex[j];
}
for (j = 0; j < DDSIP_param->secvar; j++)
{
colindex_sorted[DDSIP_param->firstvar + j] = DDSIP_bb->secondindex[j];
}
for (j = 0; j < DDSIP_param->firstvar + DDSIP_param->secvar; j++)
{
colindex_revers[colindex_sorted[j]] = j;
}
k = DDSIP_param->seccon / 60;
printf ("\n0%% 100%%\n");
for (i = 0; i < DDSIP_param->seccon; i++)
{
for (j = 0; j < DDSIP_param->firstvar; j++)
{
if ((status = CPXgetcoef (DDSIP_env, det_equ, DDSIP_param->firstcon + i, colindex_sorted[j], &coef)))
{
fprintf (stderr, " Build det. equivalent: Error retrieving coefficient of first-stage Variable %d.\n", j);
exit (1);
}
if (coef)
{
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
status =
CPXchgcoef (DDSIP_env, det_equ, DDSIP_param->firstcon + DDSIP_bb->seccon + scen * DDSIP_param->seccon + i, colindex_sorted[j], coef);
if (status)
{
fprintf (stderr, " Build det. equivalent: Error setting coefficient of first-stage Variable %d.\n", j);
exit (1);
}
}
}
}
for (j = DDSIP_param->firstvar; j < DDSIP_param->firstvar + DDSIP_param->secvar; j++)
{
if ((status = CPXgetcoef (DDSIP_env, det_equ, DDSIP_param->firstcon + i, colindex_sorted[j], &coef)))
{
fprintf (stderr,
" Build det. equivalent: Error retrieving coefficient of second-stage Variable %d.\n",
j - DDSIP_param->firstvar);
exit (1);
}
if (coef)
{
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
status =
CPXchgcoef (DDSIP_env, det_equ,
DDSIP_param->firstcon + DDSIP_bb->seccon + scen * DDSIP_param->seccon + i, (scen + 1) * DDSIP_param->secvar + j, coef);
}
if (status)
{
fprintf (stderr,
" Build det. equivalent: Error setting coefficient of second-stage Variable %d.\n",
j - DDSIP_param->firstvar);
exit (1);
}
}
}
if (!k)
{
for (j = 0; j <= 60 / DDSIP_param->seccon; j++)
printf ("#");
}
else if (i % k == k - 1)
printf ("#");
}
printf ("\n\n");
///////delete original second stage rows & cols ////////////////////////////////////////////
status = CPXdelrows (DDSIP_env, det_equ, DDSIP_param->firstcon, DDSIP_param->firstcon + DDSIP_bb->seccon - 1);
j = 0;
for (i = 0; i < DDSIP_param->secvar; i++)
{
status = CPXdelcols (DDSIP_env, det_equ, DDSIP_bb->secondindex[i] - j, DDSIP_bb->secondindex[i] - j);
j++;
}
///////enter stochastic matrix entries//////////////////////////////////////////////////////
if (DDSIP_param->stocmat)
{
if (!(value = (double *) calloc (DDSIP_param->stocmat, sizeof (double)))
|| !(matcol_sorted = (int *) calloc (DDSIP_param->stocmat, sizeof (int))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
for (j = 0; j < DDSIP_param->stocmat; j++)
{
matcol_sorted[j] = colindex_revers[DDSIP_data->matcol[j]];
}
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
for (j = 0; j < DDSIP_param->stocmat; j++)
{
value[j] = DDSIP_data->matval[scen * DDSIP_param->stocmat + j];
}
status = CPXchgcoeflist (DDSIP_env, det_equ, DDSIP_param->stocmat, DDSIP_data->matrow, matcol_sorted, value);
if (status)
{
char errmsg[1024];
CPXgeterrorstring (DDSIP_env, status, errmsg);
fprintf (stderr, "in DetEqu: %s\n", errmsg);
}
for (j = 0; j < DDSIP_param->stocmat; j++)
{
DDSIP_data->matrow[j] += DDSIP_param->seccon;
if (matcol_sorted[j] >= DDSIP_param->firstvar)
matcol_sorted[j] += DDSIP_param->secvar;
}
}
DDSIP_Free ((void **) &(value));
DDSIP_Free ((void **) &(matcol_sorted));
//set matrow to the old values
for (j = 0; j < DDSIP_param->stocmat; j++)
{
DDSIP_data->matrow[j] -= DDSIP_param->scenarios * DDSIP_param->seccon;
}
}
///////enter stochastic cost coefficients //////////////////////////////////////////////////
if (DDSIP_param->stoccost)
{
if (!(value = (double *) calloc (DDSIP_param->stoccost, sizeof (double)))
|| !(matcol_sorted = (int *) calloc (DDSIP_param->stoccost, sizeof (int))))
{
fprintf (stderr, "Not enough memory for building deterministic equivalent\n");
return;
}
for (j = 0; j < DDSIP_param->stoccost; j++)
{
value[j] = 0.0;
matcol_sorted[j] = colindex_revers[DDSIP_data->costind[j]];
}
for (scen = 0; scen < DDSIP_param->scenarios; scen++)
{
for (j = 0; j < DDSIP_param->stoccost; j++)
{
if (matcol_sorted[j] >= DDSIP_param->firstvar)
value[j] = DDSIP_data->prob[scen] * DDSIP_data->cost[scen * DDSIP_param->stoccost + j];
else
value[j] += DDSIP_data->prob[scen] * DDSIP_data->cost[scen * DDSIP_param->stoccost + j];
}
status = CPXchgobj (DDSIP_env, det_equ, DDSIP_param->stoccost, matcol_sorted, value);
if (status)
{
char errmsg[1024];
CPXgeterrorstring (DDSIP_env, status, errmsg);
fprintf (stderr, "in DetEqu: %s\n", errmsg);
}
for (j = 0; j < DDSIP_param->stoccost; j++)
{
if (matcol_sorted[j] >= DDSIP_param->firstvar)
matcol_sorted[j] += DDSIP_param->secvar;
}
}
DDSIP_Free ((void **) &(value));
DDSIP_Free ((void **) &(matcol_sorted));
}
////////////////////////////////////////////////////////////////////////////////////////////
status = CPXwriteprob (DDSIP_env, det_equ, probname, NULL);
if (status)
fprintf (DDSIP_outfile, " *** Deterministic equivalent not written successfully, status = %d\n", status);
else
fprintf (DDSIP_outfile, " *** Deterministic equivalent written successfully\n");
status = CPXfreeprob (DDSIP_env, &det_equ);
DDSIP_Free ((void **) &(sense));
DDSIP_Free ((void **) &(vartype));
DDSIP_Free ((void **) &(rowname));
DDSIP_Free ((void **) &(rownamestore));
DDSIP_Free ((void **) &(colname));
DDSIP_Free ((void **) &(colnamestore));
DDSIP_Free ((void **) &(det_equ_rhs));
DDSIP_Free ((void **) &(non_stoc_rhs));
DDSIP_Free ((void **) &(lb));
DDSIP_Free ((void **) &(ub));
DDSIP_Free ((void **) &(vartype_sorted));
DDSIP_Free ((void **) &(lb_sorted));
DDSIP_Free ((void **) &(ub_sorted));
DDSIP_Free ((void **) &(obj_coef));
DDSIP_Free ((void **) &(scaled_obj_coef));
DDSIP_Free ((void **) &(colindex_sorted));
DDSIP_Free ((void **) &(colindex_revers));
DDSIP_Free ((void **) &(scen_spec_rowname));
DDSIP_Free ((void **) &(scen_spec_colname));
return;
}
long GenModelCplex::CreateModel()
{
if(!binit)
return ThrowError("CreateModel() not available : Problem not initialized yet");
CplexData* d = (CplexData*)solverdata;
int status = 0;
d->nc = nc;
d->nc = nc;
d->onc = nc;
d->onr = nr;
if(boolParam.count("maximize") > 0 && boolParam["maximize"])
CPXchgobjsen (d->env, d->lp, CPX_MAX);
else
CPXchgobjsen (d->env, d->lp, CPX_MIN);
d->lrhs = new double[nr];
d->urhs = new double[nr];
d->sense = new char[nr];
d->ub = new double[nc];
d->lb = new double[nc];
d->obj = new double[nc];
d->type = new char[nc];
d->mat_r = new int[nz];
d->mat_c = new int[nz];
d->mat_v = new double[nz];
d->cname = new char*[nc];
d->rname = new char*[nr];
nz=0;
for(unsigned long i = 0; i < nr; i++)
{
d->rname[i] = new char[consts[i].name.length()+1];
snprintf(d->rname[i], consts[i].name.length()+1, "%s", consts[i].name.c_str());
//printf("%ld %s: ", i, consts[i].name.c_str());
for(unsigned long j = 0; j < consts[i].nz; j++)
{
d->mat_r[nz] = i;
d->mat_c[nz] = consts[i].cols[j];
d->mat_v[nz] = consts[i].coefs[j];
//if(i >= 198)
//printf("(%ld,%ld(%s),%f) ", d->mat_r[nz], d->mat_c[nz], vars.name[d->mat_c[nz]].c_str(), d->mat_v[nz]);
nz++;
}
if(consts[i].lrhs == numeric_limits<double>::infinity())
d->lrhs[i] = CPX_INFBOUND;
else if(consts[i].lrhs == -numeric_limits<double>::infinity())
d->lrhs[i] = -CPX_INFBOUND;
else
d->lrhs[i] = consts[i].lrhs;
if(consts[i].urhs == numeric_limits<double>::infinity())
d->urhs[i] = CPX_INFBOUND;
else if(consts[i].urhs == -numeric_limits<double>::infinity())
d->urhs[i] = -CPX_INFBOUND;
else
d->urhs[i] = consts[i].urhs-consts[i].lrhs;
d->sense[i] = consts[i].sense;
// printf("%ld/%ld -> %c\n", i, nr, d->sense[i]);
}
for(unsigned long i = 0; i < nc; i++)
{
d->cname[i] = new char[vars.name[i].length()+1];
snprintf(d->cname[i], vars.name[i].length()+1, "%s", vars.name[i].c_str());
d->obj[i] = vars.obj[i];
if(vars.ub[i] == numeric_limits<double>::infinity())
d->ub[i] = CPX_INFBOUND;
else if(vars.ub[i] == -numeric_limits<double>::infinity())
d->ub[i] = -CPX_INFBOUND;
else
d->ub[i] = vars.ub[i];
if(vars.lb[i] == numeric_limits<double>::infinity())
d->lb[i] = CPX_INFBOUND;
else if(vars.lb[i] == -numeric_limits<double>::infinity())
d->lb[i] = -CPX_INFBOUND;
else
d->lb[i] = vars.lb[i];
d->type[i] = vars.type[i];
//printf("%ld (%s) -> %f %f %f %c\n", i, vars.name[i].c_str(), d->obj[i], d->lb[i], d->ub[i], d->type[i]);
}
status = CPXnewrows (d->env, d->lp, nr, d->lrhs, d->sense, d->urhs, d->rname);
if ( status )
{
char errmsg[1024];
fprintf (stderr, "Could not create new rows.\n");
CPXgeterrorstring (d->env, status, errmsg);
fprintf (stderr, "%s", errmsg);
return 1;
}
//else
//printf("Row added!\n");
if(boolParam.count("mip") > 0 && boolParam["mip"])
status = CPXnewcols (d->env, d->lp, nc, d->obj, d->lb, d->ub, d->type, d->cname);
else
status = CPXnewcols (d->env, d->lp, nc, d->obj, d->lb, d->ub, NULL, NULL);
if ( status )
{
char errmsg[1024];
fprintf (stderr, "Could not create new cols.\n");
CPXgeterrorstring (d->env, status, errmsg);
fprintf (stderr, "%s", errmsg);
return 1;
}
//status = CPXnewcols (env, lp, nc, obj, lb, ub, NULL, colname);
if ( status )
return 1;
//else
//printf("Col added!\n");
status = CPXchgcoeflist (d->env, d->lp, nz, d->mat_r, d->mat_c, d->mat_v);
if ( status )
return 1;
vector<long>::iterator iti;
vector<long>::iterator itj = vars.qj.begin();
vector<double>::iterator itv = vars.qobj.begin();
vector<vector<pair<int,double> > > qptemp;
qptemp.resize(nc);
int* qpbeg = NULL;
int* qpnum = NULL;
int* qpind = NULL;
double* qpv = NULL;
int qpnz = 0;
if(!vars.qi.empty())
{
boolParam["qp"] = true;
qpbeg = new int[nc];
qpnum = new int[nc];
}
if(boolParam.count("qp_mat") == 0 || boolParam["qp_mat"])
{
for(iti = vars.qi.begin(); iti != vars.qi.end(); iti++, itj++, itv++)
{
qptemp[*iti].push_back(pair<int, double>(*itj,*itv));
qpnz++;
if(*iti != *itj)
{
qptemp[*itj].push_back(pair<int, double>(*iti,*itv));
qpnz++;
}
}
if(!vars.qi.empty())
{
qpv = new double[qpnz];
qpind = new int[qpnz];
qpnz=0;
for(int i = 0; i < int(nc); i++)
{
qpbeg[i] = qpnz;
qpnum[i] = int(qptemp[i].size());
for(int j = 0; j < int(qptemp[i].size()); j++)
{
qpind[qpnz] = qptemp[i][j].first;
qpv[qpnz] = 2.0*qptemp[i][j].second;
qpnz++;
}
}
status = CPXcopyquad(d->env, d->lp, qpbeg, qpnum, qpind, qpv);
delete[] qpbeg;
delete[] qpnum;
delete[] qpind;
delete[] qpv;
}
if ( status )
{
printf("QP problem!\n");
return 1;
}
}
//else
//printf("Coefs added!\n");
bcreated = true;
return 0;
}
int cg_solver(int m, MyRow* rows)
{
CPXENVptr env = NULL;
CPXLPptr model = NULL;
int status = 0;
int error = 0;
int i, j;
int cur_numrows, cur_numcols;
int n_cuts, cut;
int solstat;
double objval;
double *x;
double *z;
int *cstat;
int n0 = rows[0].n;
int n1 = rows[0].n+m-1; /// One slack variable for constraint
int h = (m-1)*n0 + m-1; /// Number of nonzeros
double obj[n1];
double rhs[m-1]; /// The first row is for the cost vector
char sense[m-1];
int jnd[h];
int ind[h];
double val[h];
int idx = 0;
int* rmatbeg;
int* rmatind;
double* rmatval;
double* b_bar;
char* gc_sense;
double* gc_rhs;
/// Create environment
env = CPXopenCPLEX (&status);
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment. Status: %d\n", status);
CPXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto QUIT;
}
/// Disable presolve
POST_CMD( CPXsetintparam (env, CPX_PARAM_PREIND, CPX_OFF) );
/// Create problem
model = CPXcreateprob (env, &error, "gomory");
if (error) goto QUIT;
/// Minimization problem
POST_CMD( CPXchgobjsen (env, model, CPX_MIN) );
/// Add rows (remember first row is cost vector)
for ( i = 0; i < m-1; ++i ) {
sense[i]='E';
rhs[i] = rows[i+1].rhs;
}
POST_CMD( CPXnewrows(env, model, m-1, rhs, sense, NULL, NULL) );
/// Add problem variables
for ( j = 0; j < n0; ++j )
obj[j] = rows[0].lhs[j];
/// Add slack variables
for ( j = n0; j < n1; ++j )
obj[j] = 0;
POST_CMD( CPXnewcols(env, model, n1, obj, NULL, NULL, NULL, NULL) );
/// Write the full matrix A into the LP (WARNING: should use only nonzeros entries)
for ( i = 1; i < m; ++i ) {
for ( j = 0; j < n0; ++j ) {
jnd[idx] = i-1;
ind[idx] = rows[i].ind[j];
val[idx] = rows[i].lhs[j];
idx++;
}
/// Add a slack variable per constraint
jnd[idx] = i-1;
ind[idx] = n0+i-1;
val[idx] = 1.0;
idx++;
}
POST_CMD( CPXchgcoeflist(env, model, idx, jnd, ind, val) );
/// Optimize the problem
POST_CMD( CPXlpopt(env, model) );
/// Check the results
cur_numrows = CPXgetnumrows (env, model);
cur_numcols = CPXgetnumcols (env, model);
x = (double *) malloc (cur_numcols * sizeof(double));
z = (double *) malloc (cur_numcols * sizeof(double));
cstat = (int *) malloc (cur_numcols * sizeof(int));
b_bar = (double *) malloc (cur_numrows * sizeof(double));
POST_CMD( CPXsolution (env, model, &solstat, &objval, x, NULL, NULL, NULL) );
if ( solstat != 1 ) {
printf("The solver did not find an optimal solution\nSolver status code: %d\n",solstat);
exit(0);
}
/// Write the output to the screen
printf ("\nSolution status = %d\t\t", solstat);
printf ("Solution value = %f\n\n", objval);
/// If the solution is integer, is the optimum -> exit the loop
if ( isInteger(cur_numcols, x) ) {
fprintf(stdout,"The solution is already integer!\n");
goto QUIT;
}
/// Dump the problem model to 'gomory.lp' for debbuging
POST_CMD( CPXwriteprob(env, model, "gomory.lp", NULL) );
/// Get the base statuses
POST_CMD( CPXgetbase(env, model, cstat, NULL) );
print_solution(cur_numcols, x, cstat);
printf("\nOptimal base inverted matrix:\n");
for ( i = 0; i < cur_numrows; ++i ) {
b_bar[i] = 0;
POST_CMD( CPXbinvrow(env, model, i, z) );
for ( j = 0; j < cur_numrows; ++j ) {
printf("%.1f ", z[j]);
b_bar[i] += z[j]*rhs[j];
}
printf("\n");
}
printf("\nOptimal solution (non basic variables are equal to zero):\n");
idx = 0; /// Compute the nonzeros
n_cuts = 0; /// Number of fractional variables (cuts to be generated)
for ( i = 0; i < m-1; ++i ) {
POST_CMD( CPXbinvarow(env, model, i, z) );
for ( j = 0; j < n1; ++j ) {
if ( z[j] >= 0 )
printf("+");
printf("%.1f x%d ", z[j], j+1);
if ( floor(z[j]+0.5) != 0 )
idx++;
}
printf("= %.1f\n", b_bar[i]);
/// Count the number of cuts to be generated
if ( floor(b_bar[i]) != b_bar[i] )
n_cuts++;
}
/// Allocate memory for the new data structure
gc_sense = (char*) malloc ( n_cuts * sizeof(char) );
gc_rhs = (double*) malloc ( n_cuts * sizeof(double) );
rmatbeg = (int*) malloc ( n_cuts * sizeof(int) );
rmatind = (int*) malloc ( idx * sizeof(int) );
rmatval = (double*) malloc ( idx * sizeof(double) );
printf("\nGenerate Gomory cuts:\n");
idx = 0;
cut = 0; /// Index of cut to be added
for ( i = 0; i < m-1; ++i )
if ( floor(b_bar[i]) != b_bar[i] ) {
printf("Row %d gives cut -> ", i+1);
POST_CMD( CPXbinvarow(env, model, i, z) );
rmatbeg[cut] = idx;
for ( j = 0; j < n1; ++j ) {
z[j] = floor(z[j]); /// DANGER!
if ( z[j] != 0 ) {
rmatind[idx] = j;
rmatval[idx] = z[j];
idx++;
}
/// Print the cut
if ( z[j] >= 0 )
printf("+");
printf("%.1f x%d ", z[j], j+1);
}
gc_rhs[cut] = floor(b_bar[i]); /// DANGER!
gc_sense[cut] = 'L';
printf("<= %.1f\n", gc_rhs[cut]);
cut++;
}
/// Add the new cuts
POST_CMD( CPXaddrows (env, model, 0,
n_cuts, idx, gc_rhs, gc_sense,
rmatbeg, rmatind, rmatval,
NULL, NULL) );
/// Solve the new LP
POST_CMD( CPXlpopt(env, model) );
/// Check the results
cur_numrows = CPXgetnumrows (env, model);
cur_numcols = CPXgetnumcols (env, model);
POST_CMD( CPXsolution (env, model, &solstat, &objval, x, NULL, NULL, NULL) );
if ( solstat != 1 ) {
printf("The solver did not find an optimal solution\nSolver status code: %d\n",solstat);
exit(0);
}
/// Write the output to the screen
printf ("\nSolution status = %d\n", solstat);
printf ("Solution value = %f\n\n", objval);
POST_CMD( CPXgetbase(env, model, cstat, NULL) );
print_solution(cur_numcols, x, cstat);
free_and_null ((char **) &x);
free_and_null ((char **) &z);
free_and_null ((char **) &cstat);
free_and_null ((char **) &rmatbeg);
free_and_null ((char **) &rmatind);
free_and_null ((char **) &rmatval);
QUIT:
free_and_null ((char **) &x);
free_and_null ((char **) &z);
free_and_null ((char **) &cstat);
if ( error ) {
char errmsg[CPXMESSAGEBUFSIZE];
CPXgeterrorstring (env, error, errmsg);
fprintf (stderr, "%s", errmsg);
}
/* Free up the problem as allocated by CPXcreateprob, if necessary */
if ( model != NULL ) {
status = CPXfreeprob (env, &model);
if ( status ) {
fprintf (stderr, "CPXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXcloseCPLEX (&env);
if ( error ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
}