static int
free_user_cbhandle (USER_CBHANDLE *user_cbhandle)
{
int status = 0;
if (user_cbhandle == NULL) goto TERMINATE;
free_and_null ((char **) &user_cbhandle->x);
free_and_null ((char **) &user_cbhandle->indices);
free_and_null ((char **) &user_cbhandle->ray);
free_and_null ((char **) &user_cbhandle->cutval);
free_and_null ((char **) &user_cbhandle->cutind);
if ( user_cbhandle->lp != NULL ) {
int local_status = CPXXfreeprob (user_cbhandle->env, &(user_cbhandle->lp) );
if ( local_status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
status = local_status;
}
else
user_cbhandle->lp = NULL;
}
if ( user_cbhandle->env != NULL ) {
int local_status = CPXXcloseCPLEX ( &(user_cbhandle->env) );
if ( local_status ) {
fprintf (stderr, "CPXXcloseCPLEX failed, error code %d.\n", status);
status = local_status;
}
else
user_cbhandle->env = NULL;
}
TERMINATE:
return status;
} /* END free_user_cbhandle */
int
main (void)
{
/* Declare variables and arrays where we will store the
optimization results including the status, objective value,
and variable values. */
int solstat;
double objval;
CPXDIM colcnt = 0;
double *x = NULL;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
int m, p;
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Formulate and solve the problem */
lp = CPXXcreateprob (env, &status, "food manufacturing");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Build the model */
status = buildmodel (env, lp);
if ( status ) {
fprintf (stderr, "Failed to build model.\n");
goto TERMINATE;
}
/* Write a copy of the problem to a file. */
status = CPXXwriteprob (env, lp, "foodmanu.lp", NULL);
if ( status ) {
fprintf (stderr, "Failed to write LP to disk.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
/* Write solution status, objective and solution vector to the screen. */
printf ("\nSolution status = %d\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr,"No MIP objective value available. Exiting...\n");
goto TERMINATE;
}
printf ("Solution value (maximum profit) = %f\n\n", objval);
colcnt = NUMVARS*NUMMONTHS*NUMPRODUCTS;
x = malloc (colcnt * sizeof(*x));
if ( x == NULL ) {
status = CPXERR_NO_MEMORY;
fprintf (stderr, "Could not allocate memory for solution.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, colcnt - 1);
if ( status ) {
fprintf (stderr, "Failed to get optimal integer x.\n");
goto TERMINATE;
}
for (m = 0; m < NUMMONTHS; m++) {
printf ("Month %d \n", m);
printf (" . buy ");
for (p = 0; p < NUMPRODUCTS; p++)
printf ("%f\t", x[varindex(m, p, BUY)]);
printf ("\n");
printf (" . use ");
for (p = 0; p < NUMPRODUCTS; p++)
printf ("%f\t", x[varindex (m, p, USE)]);
printf ("\n");
printf (" . store ");
for (p = 0; p < NUMPRODUCTS; p++)
printf ("%f\t", x[varindex (m, p, STORE)]);
printf ("\n");
}
/* Free problem */
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
goto TERMINATE;
}
TERMINATE:
free_and_null ((char **) &x);
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char **argv)
{
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
char errbuf[CPXMESSAGEBUFSIZE];
int status = 0;
char const *vmconfig = NULL;
char const *model = NULL;
double objval;
LOGINFO myloginfo;
#ifdef USE_MPI
MPI_Init (&argc, &argv);
#endif
if ( argc != 3 ) {
usage (argv[0]);
return -1;
}
vmconfig = argv[1];
model = argv[2];
/* Create a new CPLEX environment for each problem to solve.
*/
env = CPXXopenCPLEX (&status);
if ( env == NULL || status != 0 ) {
fprintf (stderr, "Failed to open CPLEX: %s\n",
CPXXgeterrorstring (NULL, status, errbuf));
goto TERMINATE;
}
/* Load a virtual machine configuration.
*/
status = CPXXreadcopyvmconfig (env, vmconfig);
if ( status != 0 ) {
fprintf (stderr, "Failed to load VMC %s: %s\n",
vmconfig, CPXXgeterrorstring (env, status, errbuf));
goto TERMINATE;
}
/* Create and input a problem.
*/
lp = CPXXcreateprob (env, &status, model);
if ( lp == NULL || status != 0 ) {
fprintf (stderr, "Failed to create problem: %s\n",
CPXXgeterrorstring (env, status, errbuf));
goto TERMINATE;
}
status = CPXXreadcopyprob (env, lp, model, NULL);
if ( status != 0 ) {
fprintf (stderr, "Failed to read problem %s: %s\n",
model, CPXXgeterrorstring (env, status, errbuf));
goto TERMINATE;
}
/* Turn off CPLEX logging.
*/
status = CPXXsetintparam (env, CPXPARAM_MIP_Display, 0);
if ( status ) goto TERMINATE;
/* Install an incumbent callback for logging.
*/
status = CPXXgettime (env, &myloginfo.timestart);
if ( status ) {
fprintf (stderr, "Failed to query time.\n");
goto TERMINATE;
}
status = CPXXgetdettime (env, &myloginfo.dettimestart);
if ( status ) {
fprintf (stderr, "Failed to query deterministic time.\n");
goto TERMINATE;
}
myloginfo.numcols = CPXXgetnumcols (env, lp);
myloginfo.lastincumbent = CPXXgetobjsen (env, lp) * 1e+35;
myloginfo.lastdettime = -10000.0;
status = CPXXsetinfocallbackfunc (env, logcallback, &myloginfo);
if ( status ) {
fprintf (stderr, "Failed to set logging callback function.\n");
goto TERMINATE;
}
/* Solve the problem using parallel distributed MIP.
*/
status = CPXXdistmipopt (env, lp);
if ( status != 0 ) {
fprintf (stderr, "Failed to optimize: %s\n",
CPXXgeterrorstring (env, status, errbuf));
goto TERMINATE;
}
/* Print some solution information.
*/
status = CPXXgetobjval (env, lp, &objval);
if ( status == CPXERR_NO_SOLN ) {
printf ("No solution available.\n");
}
else if ( status == 0 ) {
printf ("Solution value %f\n", objval);
}
else {
fprintf (stderr, "Error %d: %s\n", status,
CPXXgeterrorstring (env, status, errbuf));
}
printf ("Solution status %d\n", CPXXgetstat (env, lp));
TERMINATE:
CPXXfreeprob (env, &lp);
CPXXcloseCPLEX (&env);
#ifdef USE_MPI
CPXXfinalizeMPIworkers (-1, NULL, 0, NULL, 1);
MPI_Finalize ();
#endif
return status;
}
int
main (int argc, char *argv[])
{
int status = 0;
/* Declare and allocate space for the variables and arrays where
we will store the optimization results, including the status,
objective value, and variable values */
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
CUTINFO usercutinfo;
CUTINFO lazyconinfo;
const char * datadir = argc <= 1 ? "../../../examples/data" : argv[1];
char *noswot = NULL;
usercutinfo.x = NULL;
usercutinfo.beg = NULL;
usercutinfo.ind = NULL;
usercutinfo.val = NULL;
usercutinfo.rhs = NULL;
lazyconinfo.x = NULL;
lazyconinfo.beg = NULL;
lazyconinfo.ind = NULL;
lazyconinfo.val = NULL;
lazyconinfo.rhs = NULL;
noswot = (char *) malloc (strlen (datadir) + 1 + strlen("noswot.mps") + 1);
sprintf (noswot, "%s/noswot.mps", datadir);
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no
output, so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput parameter is set to CPX_ON */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status != 0 ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n",
status);
goto TERMINATE;
}
CPXXsetcntparam (env, CPXPARAM_MIP_Interval, 1000);
/* The problem will be solved several times, so turn off advanced start */
status = CPXXsetintparam (env, CPXPARAM_Advance, CPX_OFF);
if ( status ) goto TERMINATE;
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, "noswot");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, noswot, NULL);
if ( status ) {
fprintf (stderr,
"Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Set parameters */
/* Assure linear mappings between the presolved and original
models */
status = CPXXsetintparam (env, CPXPARAM_Preprocessing_Linear, 0);
if ( status ) goto TERMINATE;
/* Turn on traditional search for use with control callbacks */
status = CPXXsetintparam (env, CPXPARAM_MIP_Strategy_Search, CPX_MIPSEARCH_TRADITIONAL);
if ( status ) goto TERMINATE;
/* Let MIP callbacks work on the original model */
status = CPXXsetintparam (env, CPXPARAM_MIP_Strategy_CallbackReducedLP, CPX_OFF);
if ( status ) goto TERMINATE;
/* Create user cuts for noswot problem */
status = makeusercuts (env, lp, &usercutinfo);
if ( status ) goto TERMINATE;
/* Set up to use MIP usercut callback */
status = CPXXsetusercutcallbackfunc (env, mycutcallback, &usercutinfo);
if ( status ) goto TERMINATE;
status = myoptimize (env, lp, -41.0);
if ( status ) goto TERMINATE;
/*=======================================================================*/
/* Create a lazy constraint to alter the optimum */
status = makelazyconstraint (env, lp, &lazyconinfo);
if ( status ) goto TERMINATE;
/* Set up to use MIP lazyconstraint callback. The callback funtion
* registered is the same, but the data will be different. */
status = CPXXsetlazyconstraintcallbackfunc (env, mycutcallback, &lazyconinfo);
if ( status ) goto TERMINATE;
status = myoptimize (env, lp, -39.0);
if ( status ) goto TERMINATE;
/*=======================================================================*/
/* Now solve the problem without usercut callback */
status = CPXXsetusercutcallbackfunc (env, NULL, NULL);
if ( status ) goto TERMINATE;
status = myoptimize (env, lp, -39.0);
if ( status ) goto TERMINATE;
/*=======================================================================*/
TERMINATE:
/* Free the filename */
free_and_null ((char **) &noswot);
/* Free the allocated vectors */
free_and_null ((char **) &usercutinfo.x);
free_and_null ((char **) &usercutinfo.beg);
free_and_null ((char **) &usercutinfo.ind);
free_and_null ((char **) &usercutinfo.val);
free_and_null ((char **) &usercutinfo.rhs);
free_and_null ((char **) &lazyconinfo.x);
free_and_null ((char **) &lazyconinfo.beg);
free_and_null ((char **) &lazyconinfo.ind);
free_and_null ((char **) &lazyconinfo.val);
free_and_null ((char **) &lazyconinfo.rhs);
/* Free the problem as allocated by CPXXcreateprob and
CPXXreadcopyprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
status);
}
}
/* Free the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output, so the only
way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors
will be seen if the CPXPARAM_ScreenOutput parameter is set to
CPX_ON */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status = 0;
CPXDIM j;
CPXDIM numcols;
double totinv;
int solstat;
double objval;
double *x = NULL;
double rrhs[1];
char rsense[1];
CPXNNZ rmatbeg[1];
CPXDIM *indices = NULL;
double *values = NULL;
char *namestore = NULL;
char **nameptr = NULL;
CPXSIZE surplus, storespace;
const char * datadir = argc <= 1 ? "../../../examples/data" : argv[1];
char *prod = NULL;
prod = (char *) malloc (strlen (datadir) + 1 + strlen("prod.lp") + 1);
sprintf (prod, "%s/prod.lp", datadir);
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, "prod.lp");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, prod, NULL);
if ( status ) {
fprintf (stderr, "Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Tell presolve to do only primal reductions,
turn off simplex logging */
status = CPXXsetintparam (env, CPXPARAM_Preprocessing_Reduce, 1);
if ( status ) {
fprintf (stderr, "Failed to set CPXPARAM_Preprocessing_Reduce: %d\n",
status);
goto TERMINATE;
}
status = CPXXsetintparam (env, CPXPARAM_Simplex_Display, 0);
if ( status ) {
fprintf (stderr, "Failed to set CPXPARAM_Simplex_Display: %d\n", status);
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXlpopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize profit LP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
status = CPXXgetobjval (env, lp, &objval);
if ( status || solstat != CPX_STAT_OPTIMAL ) {
fprintf (stderr, "Solution failed. Status %d, solstat %d.\n",
status, solstat);
goto TERMINATE;
}
printf ("Profit objective value is %g\n", objval);
/* Allocate space for column names */
numcols = CPXXgetnumcols (env, lp);
if ( !numcols ) {
fprintf (stderr, "No columns in problem\n");
goto TERMINATE;
}
CPXXgetcolname (env, lp, NULL, NULL, 0, &surplus, 0, numcols-1);
storespace = - surplus;
namestore = malloc (storespace * sizeof(*namestore));
nameptr = malloc (numcols * sizeof(*nameptr));
if ( namestore == NULL || nameptr == NULL ) {
fprintf (stderr, "No memory for column names\n");
goto TERMINATE;
}
status = CPXXgetcolname (env, lp, nameptr, namestore, storespace,
&surplus, 0, numcols-1);
if ( status ) {
fprintf (stderr, "Failed to get column names\n");
goto TERMINATE;
}
/* Allocate space for solution */
x = malloc (numcols * sizeof(*x));
if ( x == NULL ) {
fprintf (stderr,"No memory for solution.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain primal solution.\n");
goto TERMINATE;
}
totinv = 0;
for (j = 0; j < numcols; j++) {
if ( !strncmp (nameptr[j], "inv", 3) ) totinv += x[j];
}
printf ("Inventory level under profit objective is %g\n", totinv);
/* Allocate space for a constraint */
indices = malloc (numcols * sizeof (*indices));
values = malloc (numcols * sizeof (*values));
if ( indices == NULL || values == NULL ) {
fprintf (stderr, "No memory for constraint\n");
goto TERMINATE;
}
/* Get profit objective and add it as a constraint */
status = CPXXgetobj (env, lp, values, 0, numcols-1);
if ( status ) {
fprintf (stderr,
"Failed to get profit objective. Status %d\n", status);
goto TERMINATE;
}
for (j = 0; j < numcols; j++) {
indices[j] = j;
}
rrhs[0] = objval - fabs (objval) * 1e-6;
rsense[0] = 'G';
rmatbeg[0] = 0;
status = CPXXpreaddrows (env, lp, 1, numcols, rrhs, rsense,
rmatbeg, indices, values, NULL);
if ( status ) {
fprintf (stderr,
"Failed to add objective as constraint. Status %d\n",
status);
goto TERMINATE;
}
/* Set up objective to maximize negative of sum of inventory */
totinv = 0;
for (j = 0; j < numcols; j++) {
if ( strncmp (nameptr[j], "inv", 3) ) {
values[j] = 0.0;
}
else {
values[j] = - 1.0;
}
}
status = CPXXprechgobj (env, lp, numcols, indices, values);
if ( status ) {
fprintf (stderr,
"Failed to change to inventory objective. Status %d\n",
status);
goto TERMINATE;
}
status = CPXXlpopt (env, lp);
if ( status ) {
fprintf (stderr, "Optimization on inventory level failed. Status %d.\n",
status);
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
status = CPXXgetobjval (env, lp, &objval);
if ( status || solstat != CPX_STAT_OPTIMAL ) {
fprintf (stderr, "Solution failed. Status %d, solstat %d.\n",
status, solstat);
goto TERMINATE;
}
printf ("Inventory level after optimization is %g\n", -objval);
status = CPXXgetx (env, lp, x, 0, numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain primal solution.\n");
goto TERMINATE;
}
/* Write out the solution */
printf("Solution status: %d", solstat);
printf ("\n");
for (j = 0; j < numcols; j++) {
printf ( "%s: Value = %17.10g\n", nameptr[j], x[j]);
}
TERMINATE:
/* Free the filename */
free_and_null ((char **) &prod);
/* Free up the basis and solution */
free_and_null ((char **) &indices);
free_and_null ((char **) &values);
free_and_null ((char **) &nameptr);
free_and_null ((char **) &namestore);
free_and_null ((char **) &x);
/* Free up the problem, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (void)
{
CPXENVptr env;
CPXLPptr lp = NULL;
CPXDIM *cone = NULL;
int status;
CPXCHANNELptr resc, warnc, errc, logc;
int retval = -1;
/* Initialize CPLEX and get a reference to the output channels.
* If any of this fails immediately terminate the program.
*/
env = CPXXopenCPLEX (&status);
if ( env == NULL || status != 0 )
abort ();
status = CPXXgetchannels (env, &resc, &warnc, &errc, &logc);
if ( status != 0 )
abort ();
/* CPLEX is fully setup. Enable output.
*/
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status != 0 )
goto TERMINATE;
/* Create model. */
lp = CPXXcreateprob (env, &status, "xsocpex1");
if ( lp == NULL || status != 0 )
goto TERMINATE;
if ( !createmodel (env, lp, &cone) )
goto TERMINATE;
/* Solve the problem to optimality. */
CPXXmsg (logc, "Optimizing ...\n");
status = CPXXsetdblparam (env, CPXPARAM_Barrier_QCPConvergeTol, CONVTOL);
if ( status != 0 )
goto TERMINATE;
if ( (status = CPXXhybbaropt (env, lp, CPX_ALG_NONE)) != 0 )
goto TERMINATE;
if ( CPXXgetstat (env, lp) != CPX_STAT_OPTIMAL ) {
CPXXmsg (errc, "Cannot test KKT conditions on non-optimal solution.\n");
goto TERMINATE;
}
/* Now test KKT conditions on the result. */
if ( !checkkkt (env, lp, cone, TESTTOL) ) {
CPXXmsg (logc, "Testing of KKT conditions failed.\n");
CPXXmsg (errc, "Testing of KKT conditions failed.\n");
goto TERMINATE;
}
CPXXmsg (resc, "KKT conditions are satisfied.\n");
retval = 0;
TERMINATE:
free (cone);
if ( lp != NULL )
CPXXfreeprob (env, &lp);
CPXXcloseCPLEX (&env);
return retval;
}
int
main (int argc,
char *argv[])
{
int status = 0;
/* Declare and allocate space for the variables and arrays where
we will store the optimization results, including the status,
objective value, and variable values */
int solstat;
double objval, relobj;
double *x = NULL;
MYCB info;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
CPXLPptr lpclone = NULL;
CPXDIM j;
CPXDIM cur_numcols;
/* Check the command line arguments */
if ( argc != 2 ) {
usage (argv[0]);
goto TERMINATE;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no
output, so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput parameter is set to CPX_ON */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n",
status);
goto TERMINATE;
}
/* Turn on traditional search for use with control callbacks */
status = CPXXsetintparam (env, CPXPARAM_MIP_Strategy_Search, CPX_MIPSEARCH_TRADITIONAL);
if ( status ) goto TERMINATE;
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[1]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[1], NULL);
if ( status ) {
fprintf (stderr,
"Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* We transfer a problem with semi-continuous or semi-integer
variables to a MIP problem by adding variables and
constraints. So in MIP callbacks, the size of the problem
is changed and this example won't work for such problems */
if ( CPXXgetnumsemicont (env, lp) + CPXXgetnumsemiint (env, lp) ) {
fprintf (stderr,
"Not for problems with semi-continuous or semi-integer variables.\n");
goto TERMINATE;
}
/* The size of the problem should be obtained by asking CPLEX what
the actual size is. cur_numcols store the current number
of columns */
cur_numcols = CPXXgetnumcols (env, lp);
x = malloc (cur_numcols * sizeof (*x));
if ( x == NULL ) {
fprintf (stderr, "Memory allocation failed.\n");
goto TERMINATE;
}
/* Solve relaxation of MIP */
/* Clone original model */
lpclone = CPXXcloneprob (env, lp, &status);
if ( status ) {
fprintf (stderr, "Failed to clone problem.\n");
goto TERMINATE;
}
/* Relax */
status = CPXXchgprobtype (env, lpclone, CPXPROB_LP);
if ( status ) {
fprintf (stderr, "Failed to relax problem.\n");
goto TERMINATE;
}
/* Solve LP relaxation of original model using "default"
LP solver */
status = CPXXlpopt (env, lpclone);
if ( status ) {
fprintf (stderr, "Failed to solve relaxation.\n");
goto TERMINATE;
}
printf ("Solution status %d.\n", CPXXgetstat(env,lpclone));
status = CPXXsolution (env, lpclone, NULL, &relobj, x, NULL,
NULL, NULL);
if ( status ) {
fprintf (stderr, "Failed to extract solution.\n");
goto TERMINATE;
}
printf ("\nLP relaxation objective: %.4e\n\n", relobj);
/* Set up solve callback */
info.count = 0;
info.mip = lp;
info.relx = x;
status = CPXXsetsolvecallbackfunc (env, &solvecallback,
(void *) &info);
if ( status ) {
fprintf (stderr, "Failed to set solve callback.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status %d.\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr,"Failed to obtain objective value.\n");
goto TERMINATE;
}
printf ("Objective value %.10g\n", objval);
status = CPXXgetx (env, lp, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write out the solution */
for (j = 0; j < cur_numcols; j++) {
if ( fabs (x[j]) > 1e-10 ) {
printf ( "Column %d: Value = %17.10g\n", j, x[j]);
}
}
TERMINATE:
/* Free the solution vector */
free_and_null ((char **) &x);
/* Free the problem as allocated by CPXXcreateprob and
CPXXreadcopyprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
status);
}
}
/* Free the cloned lp as allocated by CPXXcloneprob,
if necessary */
if ( lpclone != NULL ) {
status = CPXXfreeprob (env, &lpclone);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
status);
}
}
/* Free the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output, so the only
way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors
will be seen if the CPXPARAM_ScreenOutput parameter is set to
CPX_ON */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (void)
{
int status;
CPXENVptr env;
CPXLPptr lp;
CPXDIM i;
double x[NUMCOLS];
double cpi[NUMCOLS];
double rpi[NUMROWS];
double qpi[NUMQS];
double slack[NUMROWS], qslack[NUMQS];
double kktsum[NUMCOLS];
/* ********************************************************************** *
* *
* S E T U P P R O B L E M *
* *
* ********************************************************************** */
/* Create CPLEX environment and enable screen output.
*/
env = CPXXopenCPLEX (&status);
if ( status != 0 )
goto TERMINATE;
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status != 0 )
goto TERMINATE;
/* Create the problem object and populate it.
*/
lp = CPXXcreateprob (env, &status, "qcpdual");
if ( status != 0 )
goto TERMINATE;
status = CPXXnewcols (env, lp, NUMCOLS, obj, lb, ub, NULL, cname);
if ( status != 0 )
goto TERMINATE;
status = CPXXaddrows (env, lp, 0, NUMROWS, NUMNZS, rhs, sense,
rmatbeg, rmatind, rmatval, NULL, rname);
if ( status != 0 )
goto TERMINATE;
for (i = 0; i < NUMQS; ++i) {
CPXNNZ const linend = (i == NUMQS - 1) ? NUMLINNZ : linbeg[i + 1];
CPXNNZ const quadend = (i == NUMQS - 1) ? NUMQUADNZ : quadbeg[i + 1];
status = CPXXaddqconstr (env, lp, linend - linbeg[i],
quadend - quadbeg[i], qrhs[i], qsense[i],
&linind[linbeg[i]], &linval[linbeg[i]],
&quadrow[quadbeg[i]], &quadcol[quadbeg[i]],
&quadval[quadbeg[i]], qname[i]);
if ( status != 0 )
goto TERMINATE;
}
/* ********************************************************************** *
* *
* O P T I M I Z E P R O B L E M *
* *
* ********************************************************************** */
status = CPXXsetdblparam (env, CPXPARAM_Barrier_QCPConvergeTol, 1e-10);
if ( status != 0 )
goto TERMINATE;
/* Solve the problem.
*/
status = CPXXbaropt (env, lp);
if ( status != 0 )
goto TERMINATE;
if ( CPXXgetstat (env, lp) != CPX_STAT_OPTIMAL ) {
fprintf (stderr, "No optimal solution found!\n");
goto TERMINATE;
}
/* ********************************************************************** *
* *
* Q U E R Y S O L U T I O N *
* *
* ********************************************************************** */
/* Optimal solution and slacks for linear and quadratic constraints. */
status = CPXXgetx (env, lp, x, 0, NUMCOLS - 1);
if ( status != 0 )
goto TERMINATE;
status = CPXXgetslack (env, lp, slack, 0, NUMROWS - 1);
if ( status != 0 )
goto TERMINATE;
status = CPXXgetqconstrslack (env, lp, qslack, 0, NUMQS - 1);
if ( status != 0 )
goto TERMINATE;
/* Dual multipliers for linear constraints and bound constraints. */
status = CPXXgetdj (env, lp, cpi, 0, NUMCOLS - 1);
if ( status != 0 )
goto TERMINATE;
status = CPXXgetpi (env, lp, rpi, 0, NUMROWS - 1);
if ( status != 0 )
goto TERMINATE;
status = getqconstrmultipliers (env, lp, x, qpi, ZEROTOL);
if ( status != 0 )
goto TERMINATE;
/* ********************************************************************** *
* *
* C H E C K K K T C O N D I T I O N S *
* *
* Here we verify that the optimal solution computed by CPLEX (and *
* the qpi[] values computed above) satisfy the KKT conditions. *
* *
* ********************************************************************** */
/* Primal feasibility: This example is about duals so we skip this test. */
/* Dual feasibility: We must verify
* - for <= constraints (linear or quadratic) the dual
* multiplier is non-positive.
* - for >= constraints (linear or quadratic) the dual
* multiplier is non-negative.
*/
for (i = 0; i < NUMROWS; ++i) {
switch (sense[i]) {
case 'E': /* nothing */ break;
case 'R': /* nothing */ break;
case 'L':
if ( rpi[i] > ZEROTOL ) {
fprintf (stderr,
"Dual feasibility test failed for <= row %d: %f\n",
i, rpi[i]);
status = -1;
goto TERMINATE;
}
break;
case 'G':
if ( rpi[i] < -ZEROTOL ) {
fprintf (stderr,
"Dual feasibility test failed for >= row %d: %f\n",
i, rpi[i]);
status = -1;
goto TERMINATE;
}
break;
}
}
for (i = 0; i < NUMQS; ++i) {
switch (qsense[i]) {
case 'E': /* nothing */ break;
case 'L':
if ( qpi[i] > ZEROTOL ) {
fprintf (stderr,
"Dual feasibility test failed for <= quad %d: %f\n",
i, qpi[i]);
status = -1;
goto TERMINATE;
}
break;
case 'G':
if ( qpi[i] < -ZEROTOL ) {
fprintf (stderr,
"Dual feasibility test failed for >= quad %d: %f\n",
i, qpi[i]);
status = -1;
goto TERMINATE;
}
break;
}
}
/* Complementary slackness.
* For any constraint the product of primal slack and dual multiplier
* must be 0.
*/
for (i = 0; i < NUMROWS; ++i) {
if ( sense[i] != 'E' && fabs (slack[i] * rpi[i]) > ZEROTOL ) {
fprintf (stderr,
"Complementary slackness test failed for row %d: %f\n",
i, fabs (slack[i] * rpi[i]));
status = -1;
goto TERMINATE;
}
}
for (i = 0; i < NUMQS; ++i) {
if ( qsense[i] != 'E' && fabs (qslack[i] * qpi[i]) > ZEROTOL ) {
fprintf (stderr,
"Complementary slackness test failed for quad %d: %f\n",
i, fabs (qslack[i] * qpi[i]));
status = -1;
goto TERMINATE;
}
}
for (i = 0; i < NUMCOLS; ++i) {
if ( ub[i] < CPX_INFBOUND ) {
double const slk = ub[i] - x[i];
double const dual = cpi[i] < -ZEROTOL ? cpi[i] : 0.0;
if ( fabs (slk * dual) > ZEROTOL ) {
fprintf (stderr,
"Complementary slackness test failed for ub %d: %f\n",
i, fabs (slk * dual));
status = -1;
goto TERMINATE;
}
}
if ( lb[i] > -CPX_INFBOUND ) {
double const slk = x[i] - lb[i];
double const dual = cpi[i] > ZEROTOL ? cpi[i] : 0.0;
if ( fabs (slk * dual) > ZEROTOL ) {
printf ("lb=%f, x=%f, cpi=%f\n", lb[i], x[i], cpi[i]);
fprintf (stderr,
"Complementary slackness test failed for lb %d: %f\n",
i, fabs (slk * dual));
status = -1;
goto TERMINATE;
}
}
}
/* Stationarity.
* The difference between objective function and gradient at optimal
* solution multiplied by dual multipliers must be 0, i.e., for the
* optimal solution x
* 0 == c
* - sum(r in rows) r'(x)*rpi[r]
* - sum(q in quads) q'(x)*qpi[q]
* - sum(c in cols) b'(x)*cpi[c]
* where r' and q' are the derivatives of a row or quadratic constraint,
* x is the optimal solution and rpi[r] and qpi[q] are the dual
* multipliers for row r and quadratic constraint q.
* b' is the derivative of a bound constraint and cpi[c] the dual bound
* multiplier for column c.
*/
/* Objective function. */
for (i = 0; i < NUMCOLS; ++i)
kktsum[i] = obj[i];
/* Linear constraints.
* The derivative of a linear constraint ax - b (<)= 0 is just a.
*/
for (i = 0; i < NUMROWS; ++i) {
CPXNNZ const end = (i == NUMROWS - 1) ? NUMNZS : rmatbeg[i + 1];
CPXNNZ k;
for (k = rmatbeg[i]; k < end; ++k)
kktsum[rmatind[k]] -= rpi[i] * rmatval[k];
}
/* Quadratic constraints.
* The derivative of a constraint xQx + ax - b <= 0 is
* Qx + Q'x + a.
*/
for (i = 0; i < NUMQS; ++i) {
CPXDIM j;
CPXNNZ k;
for (j = linbeg[i]; j < linbeg[i] + linnzcnt[i]; ++j)
kktsum[linind[j]] -= qpi[i] * linval[j];
for (k = quadbeg[i]; k < quadbeg[i] + quadnzcnt[i]; ++k) {
kktsum[quadrow[k]] -= qpi[i] * x[quadcol[k]] * quadval[k];
kktsum[quadcol[k]] -= qpi[i] * x[quadrow[k]] * quadval[k];
}
}
/* Bounds.
* The derivative for lower bounds is -1 and that for upper bounds
* is 1.
* CPLEX already returns dj with the appropriate sign so there is
* no need to distinguish between different bound types here.
*/
for (i = 0; i < NUMCOLS; ++i) {
kktsum[i] -= cpi[i];
}
for (i = 0; i < NUMCOLS; ++i) {
if ( fabs (kktsum[i]) > ZEROTOL ) {
fprintf (stderr, "Stationarity test failed at index %d: %f\n",
i, kktsum[i]);
status = -1;
goto TERMINATE;
}
}
/* KKT conditions satisfied. Dump out the optimal solutions and
* the dual values.
*/
printf ("Optimal solution satisfies KKT conditions.\n");
printf (" x[] =");
for (i = 0; i < NUMCOLS; ++i)
printf (" %7.3f", x[i]);
printf ("\n");
printf ("cpi[] =");
for (i = 0; i < NUMCOLS; ++i)
printf (" %7.3f", cpi[i]);
printf ("\n");
printf ("rpi[] =");
for (i = 0; i < NUMROWS; ++i)
printf (" %7.3f", rpi[i]);
printf ("\n");
printf ("qpi[] =");
for (i = 0; i < NUMQS; ++i)
printf (" %7.3f", qpi[i]);
printf ("\n");
TERMINATE:
/* ********************************************************************** *
* *
* C L E A N U P *
* *
* ********************************************************************** */
status = CPXXfreeprob (env, &lp);
if ( status != 0 ) {
fprintf (stderr, "WARNING: Failed to free problem: %d\n", status);
}
status = CPXXcloseCPLEX (&env);
if ( status != 0 ) {
fprintf (stderr, "WARNING: Failed to close CPLEX: %d\n", status);
}
return status;
}
int
main (void)
{
/* Declare pointers for the variables and arrays that will contain
the data which define the LP problem. The setproblemdata() routine
allocates space for the problem data. */
char *probname = NULL;
CPXDIM numcols;
CPXDIM numrows;
int objsen;
double *obj = NULL;
double *rhs = NULL;
char *sense = NULL;
CPXNNZ *matbeg = NULL;
CPXDIM *matcnt = NULL;
CPXDIM *matind = NULL;
double *matval = NULL;
double *lb = NULL;
double *ub = NULL;
CPXNNZ *qmatbeg = NULL;
CPXDIM *qmatcnt = NULL;
CPXDIM *qmatind = NULL;
double *qmatval = NULL;
/* Declare pointers for the variables that will contain the data
for the constraint that cuts off certain local optima. */
CPXDIM numrows_extra;
CPXNNZ numnnz_extra;
double *rhs_extra = NULL;
char *sense_extra = NULL;
CPXNNZ *rmatbeg = NULL;
CPXDIM *rmatind = NULL;
double *rmatval = NULL;
CPXDIM rowind[1];
/* Declare and allocate space for the variables and arrays where we
will store the optimization results including the status, objective
value, variable values, dual values, row slacks and variable
reduced costs. */
int solstat;
double objval;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Fill in the data for the problem. */
status = setproblemdata (&probname, &numcols, &numrows, &objsen, &obj,
&rhs, &sense, &matbeg, &matcnt, &matind,
&matval, &lb, &ub, &qmatbeg, &qmatcnt,
&qmatind, &qmatval,
&numrows_extra, &numnnz_extra,
&rhs_extra, &sense_extra,
&rmatbeg, &rmatind, &rmatval);
if ( status ) {
fprintf (stderr, "Failed to build problem data arrays.\n");
goto TERMINATE;
}
/* Create the problem. */
lp = CPXXcreateprob (env, &status, probname);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create problem.\n");
goto TERMINATE;
}
/* Now copy the LP part of the problem data into the lp */
status = CPXXcopylp (env, lp, numcols, numrows, objsen, obj, rhs,
sense, matbeg, matcnt, matind, matval,
lb, ub, NULL);
if ( status ) {
fprintf (stderr, "Failed to copy problem data.\n");
goto TERMINATE;
}
status = CPXXcopyquad (env, lp, qmatbeg, qmatcnt, qmatind, qmatval);
if ( status ) {
fprintf (stderr, "Failed to copy quadratic matrix.\n");
goto TERMINATE;
}
/* When a non-convex objective function is present, CPLEX will
return error CPXERR_Q_NOT_POS_DEF unless the parameter
CPXPARAM_SolutionTarget is set to accept first-order optimal
solutions. */
status = CPXXsetintparam (env, CPXPARAM_SolutionTarget, CPX_SOLUTIONTARGET_FIRSTORDER);
if ( status ) goto TERMINATE;
/* Optimize the problem and obtain solution. */
status = optimize_and_report(env, lp, &solstat, &objval);
if ( status ) goto TERMINATE;
/* Add a constraint to cut off the solution at (-1, 1) */
status = CPXXaddrows (env, lp, 0, numrows_extra, numnnz_extra,
rhs_extra, sense_extra,
rmatbeg, rmatind, rmatval,
NULL, NULL);
if ( status ) goto TERMINATE;
status = optimize_and_report(env, lp, &solstat, &objval);
if ( status ) goto TERMINATE;
/* Reverse the sense of the new constraint to cut off the solution at (1, 1) */
rowind[0] = CPXXgetnumrows (env, lp) - 1;
status = CPXXchgsense (env, lp, 1, rowind, "L");
if ( status ) goto TERMINATE;
status = optimize_and_report(env, lp, &solstat, &objval);
if ( status ) goto TERMINATE;
/* Finally, write a copy of the problem to a file. */
status = CPXXwriteprob (env, lp, "indefqpex1.lp", NULL);
if ( status ) {
fprintf (stderr, "Failed to write LP to disk.\n");
goto TERMINATE;
}
TERMINATE:
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
/* Free up the problem data arrays, if necessary. */
free_and_null ((char **) &probname);
free_and_null ((char **) &obj);
free_and_null ((char **) &rhs);
free_and_null ((char **) &sense);
free_and_null ((char **) &matbeg);
free_and_null ((char **) &matcnt);
free_and_null ((char **) &matind);
free_and_null ((char **) &matval);
free_and_null ((char **) &lb);
free_and_null ((char **) &ub);
free_and_null ((char **) &qmatbeg);
free_and_null ((char **) &qmatcnt);
free_and_null ((char **) &qmatind);
free_and_null ((char **) &qmatval);
free_and_null ((char **) &rhs_extra);
free_and_null ((char **) &sense_extra);
free_and_null ((char **) &rmatbeg);
free_and_null ((char **) &rmatind);
free_and_null ((char **) &rmatval);
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
int uselogcallback = 0;
LOGINFO myloginfo;
int usetimelimcallback = 0;
TIMELIMINFO mytimeliminfo;
int useterminate = 0;
volatile int terminator;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int solstat;
int status = 0;
/* Check the command line arguments */
if (( argc != 3 ) ||
( strchr ("lta", argv[2][0]) == NULL ) ) {
usage (argv[0]);
goto TERMINATE;
}
switch (argv[2][0]) {
case 'l':
uselogcallback = 1;
break;
case 't':
usetimelimcallback = 1;
break;
case 'a':
useterminate = 1;
break;
default:
break;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[1]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[1], NULL);
if ( status ) {
fprintf (stderr, "Failed to read and copy the problem data.\n");
goto TERMINATE;
}
if ( usetimelimcallback ) {
double t;
status = CPXXgettime (env, &t);
if ( status ) {
fprintf (stderr, "Failed to initialize timer.\n");
goto TERMINATE;
}
mytimeliminfo.acceptablegap = 10.0;
mytimeliminfo.aborted = 0;
mytimeliminfo.timestart = t;
mytimeliminfo.timelim = 1.0;
status = CPXXsetinfocallbackfunc (env, timelimcallback, &mytimeliminfo);
if ( status ) {
fprintf (stderr, "Failed to set time limit callback function.\n");
goto TERMINATE;
}
}
else if ( uselogcallback ) {
/* Set overall node limit in case callback conditions are not met */
status = CPXXsetcntparam (env, CPXPARAM_MIP_Limits_Nodes, 5000);
if ( status ) goto TERMINATE;
status = CPXXgettime (env, &myloginfo.timestart);
if ( status ) {
fprintf (stderr, "Failed to query time.\n");
goto TERMINATE;
}
status = CPXXgetdettime (env, &myloginfo.dettimestart);
if ( status ) {
fprintf (stderr, "Failed to query deterministic time.\n");
goto TERMINATE;
}
myloginfo.numcols = CPXXgetnumcols (env, lp);
myloginfo.lastincumbent = CPXXgetobjsen (env, lp) * 1e+35;
myloginfo.lastlog = -10000;
status = CPXXsetinfocallbackfunc (env, logcallback, &myloginfo);
if ( status ) {
fprintf (stderr, "Failed to set logging callback function.\n");
goto TERMINATE;
}
/* Turn off CPLEX logging */
status = CPXXsetintparam (env, CPXPARAM_MIP_Display, 0);
if ( status ) goto TERMINATE;
}
else if ( useterminate) {
status = CPXXsetterminate (env, &terminator);
if ( status ) {
fprintf (stderr, "Failed to set terminator.\n");
goto TERMINATE;
}
/* Typically, you would pass the terminator variable to
another thread or pass it to an interrupt handler,
and monitor for some event to occur. When it does,
set terminator to a non-zero value.
To illustrate its use without creating a thread or
an interrupt handler, terminate immediately by setting
terminator before the solve.
*/
terminator = 1;
}
/* Optimize the problem and obtain solution. */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status %d.\n", solstat);
TERMINATE:
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
int xstatus = CPXXfreeprob (env, &lp);
if ( xstatus ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", xstatus);
status = xstatus;
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
int xstatus = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
status = xstatus;
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
int status = 0;
/* Declare and allocate space for the variables and arrays where
we will store the optimization results, including the status,
objective value, and variable values */
int solstat;
double objval;
double *x = NULL;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
CPXDIM j;
CPXDIM cur_numcols;
const char * datadir = argc <= 1 ? "../../../examples/data" : argv[1];
char *noswot = NULL;
noswot = (char *) malloc (strlen (datadir) + 1 + strlen("noswot.mps") + 1);
sprintf (noswot, "%s/noswot.mps", datadir);
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no
output, so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput parameter is set to CPX_ON */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status != 0 ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n",
status);
goto TERMINATE;
}
CPXXsetcntparam (env, CPXPARAM_MIP_Interval, 1000);
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, "noswot");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, noswot, NULL);
if ( status ) {
fprintf (stderr,
"Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Set parameters */
/* Assure linear mappings between the presolved and original
models */
status = CPXXsetintparam (env, CPXPARAM_Preprocessing_Linear, 0);
if ( status ) goto TERMINATE;
/* Create user cuts for noswot problem */
status = addusercuts (env, lp);
if ( status ) goto TERMINATE;
/* Optimize the problem and obtain solution */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status %d.\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr,"Failed to obtain objective value.\n");
goto TERMINATE;
}
printf ("Objective value %.10g\n", objval);
cur_numcols = CPXXgetnumcols (env, lp);
/* Allocate space for solution */
x = malloc (cur_numcols * sizeof (*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for solution values.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write out the solution */
for (j = 0; j < cur_numcols; j++) {
if ( fabs (x[j]) > 1e-10 ) {
printf ("Column %d: Value = %17.10g\n", j, x[j]);
}
}
TERMINATE:
/* Free the filename */
free_and_null ((char **) &noswot);
/* Free the solution vector */
free_and_null ((char **) &x);
/* Free the problem as allocated by CPXXcreateprob and
CPXXreadcopyprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
status);
}
}
/* Free the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output, so the only
way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors
will be seen if the CPXPARAM_ScreenOutput parameter is set to
CPX_ON */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (void)
{
/* Declare variables and arrays where we will store the
optimization results including the status, objective value,
and variable values. */
int solstat;
double objval;
double x[2*NUMEDGES]; /* One flow variable and one fixed charge indicator
for each edge */
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
int j;
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem. */
lp = CPXXcreateprob (env, &status, "fixnet");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Build the fixed-charge network flow model using
indicator constraints. */
status = buildnetwork (env, lp);
if ( status ) {
fprintf (stderr, "Failed to build network.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
/* Write solution status and objective to the screen. */
printf ("\nSolution status = %d\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr, "No MIP objective value available. Exiting...\n");
goto TERMINATE;
}
printf ("Solution value = %f\n", objval);
printf ("Solution vector:\n");
dumpx (env, lp);
status = CPXXgetx (env, lp, x, 0, 2*NUMEDGES-1);
if ( status ) {
fprintf (stderr, "Failed to get optimal integer x.\n");
goto TERMINATE;
}
/* Make sure flow satisfies fixed-charge constraints */
for (j = 0; j < NUMEDGES; j++) {
if ( x[j] > 0.0001 && x[NUMEDGES+j] < 0.9999 ) {
printf ("WARNING : Edge from %d to %d has non-zero flow %.3f\n",
orig[j], dest[j], x[j]);
printf (" : fixed-charge indicator has value %.6f.\n",
x[NUMEDGES+j]);
}
}
printf("\n");
/* Finally, write a copy of the problem to a file. */
status = CPXXwriteprob (env, lp, "fixnet.lp", NULL);
if ( status ) {
fprintf (stderr, "Failed to write LP to disk.\n");
goto TERMINATE;
}
/* Free problem */
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
goto TERMINATE;
}
TERMINATE:
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
/* Declare and allocate space for the variables and arrays where we will
store the optimization results including the status, objective value,
and variable values. */
int solstat;
double objval;
double *x = NULL;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
CPXDIM j;
CPXDIM cur_numcols;
/* Check the command line arguments */
if ( argc != 2 ) {
usage (argv[0]);
goto TERMINATE;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[1]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[1], NULL);
if ( status ) {
fprintf (stderr, "Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status %d.\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr,"Failed to obtain objective value.\n");
goto TERMINATE;
}
printf ("Objective value %.10g\n", objval);
/* The size of the problem should be obtained by asking CPLEX what
the actual size is. cur_numcols stores the current number
of columns. */
cur_numcols = CPXXgetnumcols (env, lp);
/* Allocate space for solution */
x = malloc (cur_numcols*sizeof(*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for solution values.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write out the solution */
for (j = 0; j < cur_numcols; j++) {
printf ( "Column %d: Value = %17.10g\n", j, x[j]);
}
TERMINATE:
/* Free up the solution */
free_and_null ((char **) &x);
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
/* Declare and allocate space for the variables and arrays where we will
store the optimization results including the status, objective value,
maximum bound violation, variable values, and basis. */
int solnstat, solnmethod, solntype;
double objval, maxviol;
double *x = NULL;
int *cstat = NULL;
int *rstat = NULL;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status = 0;
CPXDIM j;
CPXDIM cur_numrows, cur_numcols;
int method;
char *basismsg;
/* Check the command line arguments */
if (( argc != 3 ) ||
( strchr ("podbn", argv[2][0]) == NULL ) ) {
usage (argv[0]);
goto TERMINATE;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[1]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[1], NULL);
if ( status ) {
fprintf (stderr, "Failed to read and copy the problem data.\n");
goto TERMINATE;
}
if ( CPXXgetprobtype (env, lp) != CPXPROB_QP ) {
fprintf (stderr, "Input file is not a QP. Exiting.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
switch (argv[2][0]) {
case 'o':
method = CPX_ALG_AUTOMATIC;
break;
case 'p':
method = CPX_ALG_PRIMAL;
break;
case 'd':
method = CPX_ALG_DUAL;
break;
case 'n':
method = CPX_ALG_NET;
break;
case 'b':
method = CPX_ALG_BARRIER;
break;
default:
method = CPX_ALG_NONE;
break;
}
status = CPXXsetintparam (env, CPXPARAM_QPMethod, method);
if ( status ) {
fprintf (stderr,
"Failed to set the optimization method, error %d.\n", status);
goto TERMINATE;
}
status = CPXXqpopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize QP.\n");
goto TERMINATE;
}
solnstat = CPXXgetstat (env, lp);
if ( solnstat == CPX_STAT_UNBOUNDED ) {
printf ("Model is unbounded\n");
goto TERMINATE;
}
else if ( solnstat == CPX_STAT_INFEASIBLE ) {
printf ("Model is infeasible\n");
goto TERMINATE;
}
else if ( solnstat == CPX_STAT_INForUNBD ) {
printf ("Model is infeasible or unbounded\n");
goto TERMINATE;
}
status = CPXXsolninfo (env, lp, &solnmethod, &solntype, NULL, NULL);
if ( status ) {
fprintf (stderr, "Failed to obtain solution info.\n");
goto TERMINATE;
}
printf ("Solution status %d, solution method %d\n", solnstat, solnmethod);
if ( solntype == CPX_NO_SOLN ) {
fprintf (stderr, "Solution not available.\n");
goto TERMINATE;
}
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr, "Failed to obtain objective value.\n");
goto TERMINATE;
}
printf ("Objective value %.10g.\n", objval);
/* The size of the problem should be obtained by asking CPLEX what
the actual size is. cur_numrows and cur_numcols store the
current number of rows and columns, respectively. */
cur_numcols = CPXXgetnumcols (env, lp);
cur_numrows = CPXXgetnumrows (env, lp);
/* Retrieve basis, if one is available */
if ( solntype == CPX_BASIC_SOLN ) {
cstat = malloc (cur_numcols*sizeof(*cstat));
rstat = malloc (cur_numrows*sizeof(*rstat));
if ( cstat == NULL || rstat == NULL ) {
fprintf (stderr, "No memory for basis statuses.\n");
goto TERMINATE;
}
status = CPXXgetbase (env, lp, cstat, rstat);
if ( status ) {
fprintf (stderr, "Failed to get basis; error %d.\n", status);
goto TERMINATE;
}
}
else {
printf ("No basis available\n");
}
/* Retrieve solution vector */
x = malloc (cur_numcols*sizeof(*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for solution.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain primal solution.\n");
goto TERMINATE;
}
/* Write out the solution */
for (j = 0; j < cur_numcols; j++) {
printf ( "Column %d: Value = %17.10g", j, x[j]);
if ( cstat != NULL ) {
switch (cstat[j]) {
case CPX_AT_LOWER:
basismsg = "Nonbasic at lower bound";
break;
case CPX_BASIC:
basismsg = "Basic";
break;
case CPX_AT_UPPER:
basismsg = "Nonbasic at upper bound";
break;
case CPX_FREE_SUPER:
basismsg = "Superbasic, or free variable at zero";
break;
default:
basismsg = "Bad basis status";
break;
}
printf (" %s",basismsg);
}
printf ("\n");
}
/* Display the maximum bound violation. */
status = CPXXgetdblquality (env, lp, &maxviol, CPX_MAX_PRIMAL_INFEAS);
if ( status ) {
fprintf (stderr, "Failed to obtain bound violation.\n");
goto TERMINATE;
}
printf ("Maximum bound violation = %17.10g\n", maxviol);
TERMINATE:
/* Free up the basis and solution */
free_and_null ((char **) &cstat);
free_and_null ((char **) &rstat);
free_and_null ((char **) &x);
/* Free up the problem, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
int status = 0;
int solstat;
/* 17 city problem */
const char* filename = "../../../examples/data/atsp.dat";
/* ATSP instance */
double **arc_cost = NULL;
CPXDIM num_nodes;
/* data required to print the optimal ATSP tour */
double objval;
CPXDIM num_x_cols;
double *x = NULL;
CPXDIM i, j;
CPXDIM *succ = NULL;
/* Cplex environment and master ILP */
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
/* Decide when Benders' cuts are going to be separated:
0: only when a integer solution if found
(i.e., wherefrom == CPX_CALLBACK_MIP_CUT_FEAS )
1: even to cut-off fractional solutions,
at the end of the cplex cut-loop
(i.e., wherefrom == CPX_CALLBACK_MIP_CUT_LAST ||
wherefrom == CPX_CALLBACK_MIP_CUT_FEAS ) */
int separate_fractional_solutions;
/* Cut callback data structure */
USER_CBHANDLE user_cbhandle;
user_cbhandle.env = NULL;
user_cbhandle.lp = NULL;
user_cbhandle.x = NULL;
user_cbhandle.indices = NULL;
user_cbhandle.ray = NULL;
user_cbhandle.cutval = NULL;
user_cbhandle.cutind = NULL;
/* Check the command line arguments */
if ( argc != 2 && argc != 3) {
usage (argv[0]);
goto TERMINATE;
}
if ( (argv[1][0] != '1' && argv[1][0] != '0') ||
argv[1][1] != '\0' ) {
usage (argv[0]);
goto TERMINATE;
}
separate_fractional_solutions = ( argv[1][0] == '0' ? 0 : 1 );
printf ("Benders' cuts separated to cut off: ");
if ( separate_fractional_solutions ) {
printf ("Integer and fractional infeasible solutions.\n");
}
else {
printf ("Only integer infeasible solutions.\n");
}
fflush (stdout);
if ( argc == 3 ) filename = argv[2];
/* Read the ATSP instance */
status = read_ATSP (filename, &arc_cost, &num_nodes);
if ( status ) {
fprintf (stderr, "Error in read_ATSP, status = %d\n", status);
goto TERMINATE;
}
/* Init the CPLEX environment */
env = CPXXopenCPLEX (&status);
if ( env == NULL ) {
fprintf (stderr, "Failure in CPXXopenCPLEX, status = %d.\n", status);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr, "Failed to turn on screen indicator, status = %d.\n",
status);
goto TERMINATE;
}
/* Set MIP log interval to 1 */
status = CPXXsetcntparam (env, CPXPARAM_MIP_Interval, 1);
if ( status ) {
fprintf (stderr,
"Failed to set CPXPARAM_MIP_Interval, status = %d.\n", status);
goto TERMINATE;
}
/* Create the master ILP */
lp = CPXXcreateprob (env, &status, "master_ILP.lp");
if ( lp == NULL ) {
fprintf (stderr, "Failure in CPXXcreateprob, status = %d.\n", status);
goto TERMINATE;
}
status = create_master_ILP (env, lp, arc_cost, num_nodes);
if ( status ) {
fprintf (stderr,
"Failed to create the master ILP.\n");
goto TERMINATE;
}
/* Init the cut callback data structure */
status = init_user_cbhandle (&user_cbhandle, num_nodes,
separate_fractional_solutions);
if ( status ) {
fprintf (stderr,
"Failed to init the cut callback data structure, status = %d.\n",
status);
goto TERMINATE;
}
/* Set up environment parameters to use the function benders_callback
as cut callback function */
status = set_benders_callback (env, &user_cbhandle);
if ( status ) {
fprintf (stderr,
"Failure in function set_benders_callback: status = %d.\n",
status);
goto TERMINATE;
}
/* Optimize the problem and obtain solution status */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP, status = %d.\n", status);
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("\nSolution status: %d\n", solstat);
/* Write out the objective value */
if ( CPXXgetobjval (env, lp, &objval) ) {
printf ("Failed to obtain objective value.\n");
}
else {
printf ("Objective value: %17.10e\n", objval);
}
if ( solstat == CPXMIP_OPTIMAL ) {
/* Write out the optimal tour */
num_x_cols = CPXXgetnumcols (env, lp);
x = malloc (num_x_cols * sizeof(*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for x array.\n");
status = -1;
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, num_x_cols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution, status = %d.\n", status);
goto TERMINATE;
}
succ = malloc (num_nodes * sizeof(*succ));
if ( succ == NULL ) {
fprintf (stderr, "No memory for succ array.\n");
status = -1;
goto TERMINATE;
}
for (j = 0; j < num_nodes; ++j)
succ[j] = -1;
for (i = 0; i < num_nodes; ++i) {
for (j = 0; j < num_nodes; ++j) {
if ( fabs (x[i * num_nodes + j]) > 1e-03 )
succ[i] = j;
}
}
printf ("Optimal tour:\n");
i = 0;
while ( succ[i] != 0 ) {
printf ("%d, ", i);
i = succ[i];
}
printf ("%d\n", i);
}
else {
printf ("Solution status is not CPX_STAT_OPTIMAL\n");
}
TERMINATE:
/* Free the allocated memory if necessary */
free_and_null ((char **) &x);
free_and_null ((char **) &succ);
if ( arc_cost != NULL ) {
for (i = 0; i < num_nodes; ++i) {
free_and_null ((char **) &(arc_cost[i]));
}
}
free_and_null ((char **) &arc_cost);
status = free_user_cbhandle (&user_cbhandle);
if ( status ) {
fprintf (stderr, "free_user_cbhandle failed, status = %d.\n",
status);
}
if ( lp != NULL ) {
int local_status = CPXXfreeprob (env, &lp);
if ( local_status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
local_status);
status = local_status;
}
}
/* Free the CPLEX environment, if necessary */
if ( env != NULL ) {
int local_status = CPXXcloseCPLEX (&env);
if ( local_status ) {
fprintf (stderr,
"Could not close CPLEX environment, status = %d.\n",
local_status);
status = local_status;
}
}
return status;
} /* END main */
int
main (int argc, char **argv)
{
/* Declare variables and arrays for retrieving problem data and
solution information later on. */
int status = 0;
CPXENVptr env = NULL;
CPXNETptr net = NULL;
CPXLPptr lp = NULL;
/* Check command line */
if ( argc != 2 ) {
fprintf (stderr, "Usage: %s <network file>\n", argv[0]);
fprintf (stderr, "Exiting ...\n");
goto TERMINATE;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no
output, so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem. */
net = CPXXNETcreateprob (env, &status, "netex2");
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( net == NULL ) {
fprintf (stderr, "Failed to create network object.\n");
goto TERMINATE;
}
/* Read network problem data from file
with filename given as command line argument. */
status = CPXXNETreadcopyprob (env, net, argv[1]);
if ( status ) {
fprintf (stderr, "Failed to build network problem.\n");
goto TERMINATE;
}
/* Optimize the problem */
status = CPXXNETprimopt (env, net);
if ( status ) {
fprintf (stderr, "Failed to optimize network.\n");
goto TERMINATE;
}
printf ("Solution status = %d\n", CPXXNETgetstat (env, net));
/* Check network solution status */
if ( CPXXNETgetstat (env, net) == CPX_STAT_INFEASIBLE ) {
/* Create LP object used for invoking infeasibility finder */
lp = CPXXcreateprob (env, &status, "netex2");
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP object.\n");
goto TERMINATE;
}
/* Copy LP representation of network problem to lp object, along
with the current basis available in the network object. */
status = CPXXcopynettolp (env, lp, net);
if ( status ) {
fprintf (stderr, "Failed to copy network as LP.\n");
goto TERMINATE;
}
/* Optimize the LP with primal to create an LP solution. This
optimization will start from the basis previously generated by
CPXXNETprimopt() as long as the advance indicator is switched
on (its default). */
status = CPXXsetintparam (env, CPXPARAM_LPMethod, CPX_ALG_PRIMAL);
if ( status ) {
fprintf (stderr,
"Failure to set LP method, error %d.\n", status);
goto TERMINATE;
}
status = CPXXlpopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize LP.\n");
goto TERMINATE;
}
printf ("Solution status = %i\n", CPXXgetstat (env, lp));
/* Find conflict and write it to a file */
status = CPXXrefineconflict (env, lp, NULL, NULL);
if ( status ) {
fprintf (stderr, "Failed to find conflict\n");
goto TERMINATE;
}
status = CPXXclpwrite (env, lp, "netex2.clp");
if ( status ) {
fprintf (stderr, "Failed to write conflict file\n");
goto TERMINATE;
}
printf ("conflict written to file netex2.clp\n");
}
else {
printf ("Network is feasible\n");
}
TERMINATE:
/* Free up the problem as allocated by CPXXNETcreateprob, if necessary */
if ( net != NULL ) {
status = CPXXNETfreeprob (env, &net);
if ( status ) {
fprintf (stderr, "CPXXNETfreeprob failed, error code %d.\n", status);
}
}
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc, char *argv[])
{
/* Declare and allocate space for the variables and arrays where we will
store the optimization results including the status, objective value,
and variable values. */
int solstat;
double objval;
double incobjval;
double meanobjval;
double *x = NULL;
double *incx = NULL;
int numsol;
int numsolreplaced;
int numdiff;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
int i;
CPXDIM j;
CPXDIM cur_numcols;
/* Check the command line arguments */
if ( argc != 2 ) {
usage (argv[0]);
goto TERMINATE;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[1]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[1], NULL);
if ( status ) {
fprintf (stderr, "Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Set the solution pool relative gap parameter to obtain solutions
of objective value within 10% of the optimal */
status = CPXXsetdblparam (env, CPXPARAM_MIP_Pool_RelGap, 0.1);
if ( status ) {
fprintf (stderr,
"Failed to set the solution pool relative gap, error %d.\n",
status);
goto TERMINATE;
}
/* Optimize the problem and obtain multiple solutions. */
status = CPXXpopulate (env, lp);
if ( status ) {
fprintf (stderr, "Failed to populate MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status: %d.\n", solstat);
status = CPXXgetobjval (env, lp, &incobjval);
if ( status ) {
fprintf (stderr,
"Failed to obtain objective value for the incumbent.\n");
goto TERMINATE;
}
printf ("Objective value of the incumbent: %.10g\n", incobjval);
/* The size of the problem should be obtained by asking CPLEX what
the actual size is. cur_numcols stores the current number
of columns. */
cur_numcols = CPXXgetnumcols (env, lp);
/* Allocate space for solution */
incx = malloc (cur_numcols*sizeof(*incx));
if ( incx == NULL ) {
fprintf (stderr, "No memory for solution values for the incumbent.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, incx, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain the incumbent.\n");
goto TERMINATE;
}
/* Write out the incumbent */
for (j = 0; j < cur_numcols; j++) {
printf ("Incumbent: Column %d: Value = %17.10g\n", j, incx[j]);
}
printf ("\n");
/* Get the number of solutions in the solution pool */
numsol = CPXXgetsolnpoolnumsolns (env, lp);
printf ("The solution pool contains %d solutions.\n", numsol);
/* Some solutions are deleted from the pool because of the solution
pool relative gap parameter */
numsolreplaced = CPXXgetsolnpoolnumreplaced (env, lp);
printf (
"%d solutions were removed due to the solution pool relative gap parameter.\n",
numsolreplaced);
printf ("In total, %d solutions were generated.\n",
numsol + numsolreplaced);
/* Get the average objective value of solutions in the solution
pool */
status = CPXXgetsolnpoolmeanobjval (env, lp, &meanobjval);
printf ("The average objective value of the solutions is %.10g.\n\n",
meanobjval);
/* Write out the objective value of each solution and its
difference to the incumbent */
x = malloc (cur_numcols*sizeof(*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for solution values.\n");
goto TERMINATE;
}
printf ("Solution Objective Number of variables\n");
printf (" value that differ compared to\n");
printf (" the incumbent\n");
for (i = 0; i < numsol; i++) {
char namei[BUFSIZE];
CPXSIZE surplus;
/* Write out objective value */
CPXXgetsolnpoolsolnname (env, lp, namei, BUFSIZE, &surplus, i);
printf ("%-15s ", namei);
status = CPXXgetsolnpoolobjval (env, lp, i, &objval);
if ( status ) {
fprintf (stderr,
"Failed to obtain objective value for solution %d.\n", i);
goto TERMINATE;
}
printf ("%.10g ", objval);
status = CPXXgetsolnpoolx (env, lp, i, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution %d.\n", i);
goto TERMINATE;
}
/* Compute the number of variables that differ in the solution
and in the incumbent */
numdiff = 0;
for (j = 0; j < cur_numcols; j++) {
if ( fabs (x[j] - incx[j]) > EPSZERO )
numdiff++;
}
printf ("%d / %d\n", numdiff, cur_numcols);
}
TERMINATE:
/* Free up the solution */
free_and_null ((char **) &incx);
free_and_null ((char **) &x);
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (int argc,
char *argv[])
{
int status = 0;
/* Declare and allocate space for the variables and arrays where
we will store the optimization results, including the status,
objective value, and variable values */
int solstat;
double objval;
double *x = NULL;
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
CPXDIM j;
CPXDIM cur_numcols;
int wantorig = 1;
int nameind = 1;
/* Check the command line arguments */
if ( argc != 2 ) {
if ( argc != 3 ||
argv[1][0] != '-' ||
argv[1][1] != 'r' ) {
usage (argv[0]);
goto TERMINATE;
}
wantorig = 0;
nameind = 2;
}
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no
output, so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput parameter is set to CPX_ON */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n",
status);
goto TERMINATE;
}
/* Create the problem, using the filename as the problem name */
lp = CPXXcreateprob (env, &status, argv[nameind]);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. Note that most CPLEX routines return
an error code to indicate the reason for failure */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now read the file, and copy the data into the created lp */
status = CPXXreadcopyprob (env, lp, argv[nameind], NULL);
if ( status ) {
fprintf (stderr,
"Failed to read and copy the problem data.\n");
goto TERMINATE;
}
/* Set up to use MIP callbacks */
status = CPXXsetnodecallbackfunc (env, userselectnode, NULL) ||
CPXXsetbranchcallbackfunc (env, usersetbranch, NULL) ||
CPXXsetsolvecallbackfunc (env, usersolve, NULL);
if ( wantorig ) {
/* Assure linear mappings between the presolved and original
models */
status = CPXXsetintparam (env, CPXPARAM_Preprocessing_Linear, 0);
if ( status ) goto TERMINATE;
/* Let MIP callbacks work on the original model */
status = CPXXsetintparam (env, CPXPARAM_MIP_Strategy_CallbackReducedLP,
CPX_OFF);
if ( status ) goto TERMINATE;
}
/* Set MIP log interval to 1 */
status = CPXXsetcntparam (env, CPXPARAM_MIP_Interval, 1);
if ( status ) goto TERMINATE;
/* Turn on traditional search for use with control callbacks */
status = CPXXsetintparam (env, CPXPARAM_MIP_Strategy_Search,
CPX_MIPSEARCH_TRADITIONAL);
if ( status ) goto TERMINATE;
/* Optimize the problem and obtain solution */
status = CPXXmipopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize MIP.\n");
goto TERMINATE;
}
solstat = CPXXgetstat (env, lp);
printf ("Solution status %d.\n", solstat);
status = CPXXgetobjval (env, lp, &objval);
if ( status ) {
fprintf (stderr,"Failed to obtain objective value.\n");
goto TERMINATE;
}
printf ("Objective value %.10g\n", objval);
cur_numcols = CPXXgetnumcols (env, lp);
/* Allocate space for solution */
x = malloc (cur_numcols * sizeof (*x));
if ( x == NULL ) {
fprintf (stderr, "No memory for solution values.\n");
goto TERMINATE;
}
status = CPXXgetx (env, lp, x, 0, cur_numcols-1);
if ( status ) {
fprintf (stderr, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write out the solution */
for (j = 0; j < cur_numcols; j++) {
if ( fabs (x[j]) > 1e-10 ) {
printf ( "Column %d: Value = %17.10g\n", j, x[j]);
}
}
TERMINATE:
/* Free the solution vector */
free_and_null ((char **) &x);
/* Free the problem as allocated by CPXXcreateprob and
CPXXreadcopyprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n",
status);
}
}
/* Free the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output, so the only
way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors
will be seen if the CPXPARAM_ScreenOutput parameter is set to
CPX_ON */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
return (status);
} /* END main */
int
main (void)
{
char probname[16]; /* Problem name is max 16 characters */
/* Declare and allocate space for the variables and arrays where we
will store the optimization results including the status, objective
value, variable values, dual values, row slacks and variable
reduced costs. */
int solstat;
double objval;
double x[NUMCOLS];
double pi[NUMROWS];
double slack[NUMROWS];
double dj[NUMCOLS];
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
CPXDIM i, j;
CPXDIM cur_numrows, cur_numcols;
char errmsg[CPXMESSAGEBUFSIZE];
CPXCHANNELptr cpxerror = NULL;
CPXCHANNELptr cpxwarning = NULL;
CPXCHANNELptr cpxresults = NULL;
CPXCHANNELptr ourchannel = NULL;
char *errorlabel = "cpxerror";
char *warnlabel = "cpxwarning";
char *reslabel = "cpxresults";
char *ourlabel = "Our Channel";
CPXFILEptr fpout = NULL;
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
/* Since the message handler is yet to be set up, we'll call our
messaging function directly to print out any errors */
if ( env == NULL ) {
ourmsgfunc ("Our Message", "Could not open CPLEX environment.\n");
goto TERMINATE;
}
/* Now get the standard channels. If an error, just call our
message function directly. */
status = CPXXgetchannels (env, &cpxresults, &cpxwarning, &cpxerror, NULL);
if ( status ) {
ourmsgfunc ("Our Message", "Could not get standard channels.\n");
CPXXgeterrorstring (env, status, errmsg);
ourmsgfunc ("Our Message", errmsg);
goto TERMINATE;
}
/* Now set up the error channel first. The label will be "cpxerror" */
status = CPXXaddfuncdest (env, cpxerror, errorlabel, ourmsgfunc);
if ( status ) {
ourmsgfunc ("Our Message", "Could not set up error message handler.\n");
CPXXgeterrorstring (env, status, errmsg);
ourmsgfunc ("Our Message", errmsg);
}
/* Now that we have the error message handler set up, all CPLEX
generated errors will go through ourmsgfunc. So we don't have
to use CPXXgeterrorstring to determine the text of the message.
We can also use CPXXmsg to do any other printing. */
status = CPXXaddfuncdest (env, cpxwarning, warnlabel, ourmsgfunc);
if ( status ) {
CPXXmsg (cpxerror, "Failed to set up handler for cpxwarning.\n");
goto TERMINATE;
}
status = CPXXaddfuncdest (env, cpxresults, reslabel, ourmsgfunc);
if ( status ) {
CPXXmsg (cpxerror, "Failed to set up handler for cpxresults.\n");
goto TERMINATE;
}
/* Now turn on the iteration display. */
status = CPXXsetintparam (env, CPXPARAM_Simplex_Display, 2);
if ( status ) {
CPXXmsg (cpxerror, "Failed to turn on simplex display level.\n");
goto TERMINATE;
}
/* Create the problem. */
strcpy (probname, "example");
lp = CPXXcreateprob (env, &status, probname);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( lp == NULL ) {
CPXXmsg (cpxerror, "Failed to create LP.\n");
goto TERMINATE;
}
/* Now populate the problem with the data. */
status = populatebycolumn (env, lp);
if ( status ) {
CPXXmsg (cpxerror, "Failed to populate problem data.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXlpopt (env, lp);
if ( status ) {
CPXXmsg (cpxerror, "Failed to optimize LP.\n");
goto TERMINATE;
}
status = CPXXsolution (env, lp, &solstat, &objval, x, pi, slack, dj);
if ( status ) {
CPXXmsg (cpxerror, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write the output to the screen. We will also write it to a
file as well by setting up a file destination and a function
destination. */
ourchannel = CPXXaddchannel (env);
if ( ourchannel == NULL ) {
CPXXmsg (cpxerror, "Failed to set up our private channel.\n");
goto TERMINATE;
}
fpout = CPXXfopen ("lpex5.msg", "w");
if ( fpout == NULL ) {
CPXXmsg (cpxerror, "Failed to open lpex5.msg file for output.\n");
goto TERMINATE;
}
status = CPXXaddfpdest (env, ourchannel, fpout);
if ( status ) {
CPXXmsg (cpxerror, "Failed to set up output file destination.\n");
goto TERMINATE;
}
status = CPXXaddfuncdest (env, ourchannel, ourlabel, ourmsgfunc);
if ( status ) {
CPXXmsg (cpxerror, "Failed to set up our output function.\n");
goto TERMINATE;
}
/* Now any message to channel ourchannel will go into the file
and into the file opened above. */
CPXXmsg (ourchannel, "\nSolution status = %d\n", solstat);
CPXXmsg (ourchannel, "Solution value = %f\n\n", objval);
/* The size of the problem should be obtained by asking CPLEX what
the actual size is, rather than using sizes from when the problem
was built. cur_numrows and cur_numcols store the current number
of rows and columns, respectively. */
cur_numrows = CPXXgetnumrows (env, lp);
cur_numcols = CPXXgetnumcols (env, lp);
for (i = 0; i < cur_numrows; i++) {
CPXXmsg (ourchannel, "Row %d: Slack = %10f Pi = %10f\n",
i, slack[i], pi[i]);
}
for (j = 0; j < cur_numcols; j++) {
CPXXmsg (ourchannel, "Column %d: Value = %10f Reduced cost = %10f\n",
j, x[j], dj[j]);
}
/* Finally, write a copy of the problem to a file. */
status = CPXXwriteprob (env, lp, "lpex5.lp", NULL);
if ( status ) {
CPXXmsg (cpxerror, "Failed to write LP to disk.\n");
goto TERMINATE;
}
TERMINATE:
/* First check if ourchannel is open */
if ( ourchannel != NULL ) {
int chanstat;
chanstat = CPXXdelfuncdest (env, ourchannel, ourlabel, ourmsgfunc);
if ( chanstat ) {
strcpy (errmsg, "CPXXdelfuncdest failed.\n");
ourmsgfunc ("Our Message", errmsg);
if (!status) status = chanstat;
}
if ( fpout != NULL ) {
chanstat = CPXXdelfpdest (env, ourchannel, fpout);
if ( chanstat ) {
strcpy (errmsg, "CPXXdelfpdest failed.\n");
ourmsgfunc ("Our Message", errmsg);
if (!status) status = chanstat;
}
CPXXfclose (fpout);
}
chanstat = CPXXdelchannel (env, &ourchannel);
if ( chanstat ) {
strcpy (errmsg, "CPXXdelchannel failed.\n");
ourmsgfunc ("Our Message", errmsg);
if (!status) status = chanstat;
}
}
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
strcpy (errmsg, "CPXXfreeprob failed.\n");
ourmsgfunc ("Our Message", errmsg);
}
}
/* Now delete our function destinations from the 3 CPLEX channels. */
if ( cpxresults != NULL ) {
int chanstat;
chanstat = CPXXdelfuncdest (env, cpxresults, reslabel, ourmsgfunc);
if ( chanstat && !status ) {
status = chanstat;
strcpy (errmsg, "Failed to delete cpxresults function.\n");
ourmsgfunc ("Our Message", errmsg);
}
}
if ( cpxwarning != NULL ) {
int chanstat;
chanstat = CPXXdelfuncdest (env, cpxwarning, warnlabel, ourmsgfunc);
if ( chanstat && !status ) {
status = chanstat;
strcpy (errmsg, "Failed to delete cpxwarning function.\n");
ourmsgfunc ("Our Message", errmsg);
}
}
if ( cpxerror != NULL ) {
int chanstat;
chanstat = CPXXdelfuncdest (env, cpxerror, errorlabel, ourmsgfunc);
if ( chanstat && !status ) {
status = chanstat;
strcpy (errmsg, "Failed to delete cpxerror function.\n");
ourmsgfunc ("Our Message", errmsg);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
strcpy (errmsg, "Could not close CPLEX environment.\n");
ourmsgfunc ("Our Message", errmsg);
CPXXgeterrorstring (env, status, errmsg);
ourmsgfunc ("Our Message", errmsg);
}
}
return (status);
} /* END main */
int
main (void)
{
/* Declare pointers for the variables and arrays that will contain
the data which define the LP problem. The setproblemdata() routine
allocates space for the problem data. */
char *probname = NULL;
CPXDIM numcols;
CPXDIM numrows;
int objsen;
double *obj = NULL;
double *rhs = NULL;
char *sense = NULL;
CPXNNZ *matbeg = NULL;
CPXDIM *matcnt = NULL;
CPXDIM *matind = NULL;
double *matval = NULL;
double *lb = NULL;
double *ub = NULL;
CPXNNZ *qmatbeg = NULL;
CPXDIM *qmatcnt = NULL;
CPXDIM *qmatind = NULL;
double *qmatval = NULL;
/* Declare and allocate space for the variables and arrays where we
will store the optimization results including the status, objective
value, variable values, dual values, row slacks and variable
reduced costs. */
int solstat;
double objval;
double x[NUMCOLS];
double pi[NUMROWS];
double slack[NUMROWS];
double dj[NUMCOLS];
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
int status;
CPXDIM i, j;
CPXDIM cur_numrows, cur_numcols;
/* Initialize the CPLEX environment */
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. A call to CPXXgeterrorstring will produce the text of
the error message. Note that CPXXopenCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
goto TERMINATE;
}
/* Turn on output to the screen */
status = CPXXsetintparam (env, CPXPARAM_ScreenOutput, CPX_ON);
if ( status ) {
fprintf (stderr,
"Failure to turn on screen indicator, error %d.\n", status);
goto TERMINATE;
}
/* Fill in the data for the problem. */
status = setproblemdata (&probname, &numcols, &numrows, &objsen, &obj,
&rhs, &sense, &matbeg, &matcnt, &matind,
&matval, &lb, &ub, &qmatbeg, &qmatcnt,
&qmatind, &qmatval);
if ( status ) {
fprintf (stderr, "Failed to build problem data arrays.\n");
goto TERMINATE;
}
/* Create the problem. */
lp = CPXXcreateprob (env, &status, probname);
/* A returned pointer of NULL may mean that not enough memory
was available or there was some other problem. In the case of
failure, an error message will have been written to the error
channel from inside CPLEX. In this example, the setting of
the parameter CPXPARAM_ScreenOutput causes the error message to
appear on stdout. */
if ( lp == NULL ) {
fprintf (stderr, "Failed to create problem.\n");
goto TERMINATE;
}
/* Now copy the LP part of the problem data into the lp */
status = CPXXcopylp (env, lp, numcols, numrows, objsen, obj, rhs,
sense, matbeg, matcnt, matind, matval,
lb, ub, NULL);
if ( status ) {
fprintf (stderr, "Failed to copy problem data.\n");
goto TERMINATE;
}
status = CPXXcopyquad (env, lp, qmatbeg, qmatcnt, qmatind, qmatval);
if ( status ) {
fprintf (stderr, "Failed to copy quadratic matrix.\n");
goto TERMINATE;
}
/* Optimize the problem and obtain solution. */
status = CPXXqpopt (env, lp);
if ( status ) {
fprintf (stderr, "Failed to optimize QP.\n");
goto TERMINATE;
}
status = CPXXsolution (env, lp, &solstat, &objval, x, pi, slack, dj);
if ( status ) {
fprintf (stderr, "Failed to obtain solution.\n");
goto TERMINATE;
}
/* Write the output to the screen. */
printf ("\nSolution status = %d\n", solstat);
printf ("Solution value = %f\n\n", objval);
/* The size of the problem should be obtained by asking CPLEX what
the actual size is, rather than using what was passed to CPXXcopylp.
cur_numrows and cur_numcols store the current number of rows and
columns, respectively. */
cur_numrows = CPXXgetnumrows (env, lp);
cur_numcols = CPXXgetnumcols (env, lp);
for (i = 0; i < cur_numrows; i++) {
printf ("Row %d: Slack = %10f Pi = %10f\n", i, slack[i], pi[i]);
}
for (j = 0; j < cur_numcols; j++) {
printf ("Column %d: Value = %10f Reduced cost = %10f\n",
j, x[j], dj[j]);
}
/* Finally, write a copy of the problem to a file. */
status = CPXXwriteprob (env, lp, "qpex1.lp", NULL);
if ( status ) {
fprintf (stderr, "Failed to write LP to disk.\n");
goto TERMINATE;
}
TERMINATE:
/* Free up the problem as allocated by CPXXcreateprob, if necessary */
if ( lp != NULL ) {
status = CPXXfreeprob (env, &lp);
if ( status ) {
fprintf (stderr, "CPXXfreeprob failed, error code %d.\n", status);
}
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
status = CPXXcloseCPLEX (&env);
/* Note that CPXXcloseCPLEX produces no output,
so the only way to see the cause of the error is to use
CPXXgeterrorstring. For other CPLEX routines, the errors will
be seen if the CPXPARAM_ScreenOutput indicator is set to CPX_ON. */
if ( status ) {
char errmsg[CPXMESSAGEBUFSIZE];
fprintf (stderr, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
fprintf (stderr, "%s", errmsg);
}
}
/* Free up the problem data arrays, if necessary. */
free_and_null ((char **) &probname);
free_and_null ((char **) &obj);
free_and_null ((char **) &rhs);
free_and_null ((char **) &sense);
free_and_null ((char **) &matbeg);
free_and_null ((char **) &matcnt);
free_and_null ((char **) &matind);
free_and_null ((char **) &matval);
free_and_null ((char **) &lb);
free_and_null ((char **) &ub);
free_and_null ((char **) &qmatbeg);
free_and_null ((char **) &qmatcnt);
free_and_null ((char **) &qmatind);
free_and_null ((char **) &qmatval);
return (status);
} /* END main */
static int
steelt_opt_and_soln (void (CPXPUBLIC *errmsgfunc)(void *, const char *),
void *handle, int numprod, int tweeks, double const *rate,
double const *inv0, double const *avail,
double const *flatmarket, double const *prodcost,
double const *invcost, double const *flatrevenue,
int *lpstat_p, double *objval_p, double *flatmake,
double *flatinv, double *flatsell, int buildbycolumn)
{
char const *probname = "steelT";
CPXENVptr env = NULL;
CPXLPptr lp = NULL;
CPXCHANNELptr cpxerror = NULL;
CPXCHANNELptr cpxwarning = NULL;
int status = 0;
int lpstat;
double objval;
env = CPXXopenCPLEX (&status);
/* If an error occurs, the status value indicates the reason for
failure. We'll call the errmsgfunc with the error, because
we can't call CPXXmsg if CPXXopenCPLEX failed. */
if ( env == NULL ) {
char errmsg[CPXMESSAGEBUFSIZE];
if ( errmsgfunc != NULL ) {
(*errmsgfunc) (handle, "Could not open CPLEX environment.\n");
CPXXgeterrorstring (env, status, errmsg);
(*errmsgfunc) (handle, errmsg);
}
goto TERMINATE;
}
status = CPXXgetchannels (env, NULL, &cpxwarning, &cpxerror, NULL);
if ( status ) {
if ( errmsgfunc != NULL ) {
(*errmsgfunc) (handle, "Error in CPXXgetchannels.\n");
}
goto TERMINATE;
}
if ( errmsgfunc != NULL ) {
status = CPXXaddfuncdest (env, cpxerror, handle, errmsgfunc);
if ( !status ) {
status = CPXXaddfuncdest (env, cpxwarning, handle, errmsgfunc);
}
if ( status ) {
(*errmsgfunc) (handle, "Error in CPXXaddfuncdest.\n");
goto TERMINATE;
}
}
/* Now that the channels have the error message function, we can
use CPXXmsg for errors. */
/* Create the problem */
lp = CPXXcreateprob (env, &status, probname);
if ( lp == NULL ) {
status = -2;
CPXXmsg (cpxerror, "Failed to create LP.\n");
goto TERMINATE;
}
if ( buildbycolumn )
status = colsteel (numprod, tweeks, rate, inv0, avail, flatmarket,
prodcost, invcost, flatrevenue, env, lp);
else
status = rowsteel (numprod, tweeks, rate, inv0, avail, flatmarket,
prodcost, invcost, flatrevenue, env, lp);
if ( status ) goto TERMINATE;
status = CPXXlpopt (env, lp);
if ( status ) {
CPXXmsg (cpxerror,"Optimization failed. Status %d.\n", status);
goto TERMINATE;
}
status = CPXXsolution (env, lp, &lpstat, &objval, NULL, NULL, NULL, NULL);
if ( status ) {
CPXXmsg (cpxerror, "Solution failed. Status %d.\n", status);
goto TERMINATE;
}
*objval_p = objval;
*lpstat_p = lpstat;
/* Now get the solution. Use the fact that the variables are
* added in the order Make, Inv, Sell, and that the slices of
* the x vector can be used to copy over the solution into
* the flat... arrays. */
/* Get the Make variables */
status = CPXXgetx (env, lp, flatmake, 0, numprod*tweeks-1);
if ( status ) {
CPXXmsg (cpxerror, "CPXXgetx failed to get Make solution. Status %d.\n",
status);
goto TERMINATE;
}
/* Get the Inv variables */
status = CPXXgetx (env, lp, flatinv, numprod*tweeks, 2*numprod*tweeks-1);
if ( status ) {
CPXXmsg (cpxerror, "CPXXgetx failed to get Inv solution. Status %d.\n",
status);
goto TERMINATE;
}
/* Get the Sell variables */
status = CPXXgetx (env, lp, flatsell, 2*numprod*tweeks,
3*numprod*tweeks-1);
if ( status ) {
CPXXmsg (cpxerror, "CPXXgetx failed to get Sell solution. Status %d.\n",
status);
goto TERMINATE;
}
TERMINATE:
if ( lp != NULL ) CPXXfreeprob (env, &lp);
if ( errmsgfunc != NULL && env != NULL ) {
int dfstat;
dfstat = CPXXdelfuncdest (env, cpxerror, handle, errmsgfunc);
if ( !dfstat ) {
dfstat = CPXXdelfuncdest (env, cpxwarning, handle, errmsgfunc);
}
if ( dfstat ) {
(*errmsgfunc) (handle, "CPXXdelfuncdest failed.\n");
}
if ( dfstat && !status ) status = dfstat;
}
/* Free up the CPLEX environment, if necessary */
if ( env != NULL ) {
int closestat;
closestat = CPXXcloseCPLEX (&env);
if ( closestat && errmsgfunc != NULL) {
char errmsg[CPXMESSAGEBUFSIZE];
(*errmsgfunc) (handle, "Could not close CPLEX environment.\n");
CPXXgeterrorstring (env, closestat, errmsg);
(*errmsgfunc) (handle, errmsg);
}
if ( closestat && !status ) status = closestat;
}
return (status);
} /* END steelt_opt_and_soln */
