int main(int argc, char *argv[])
{
ProblemData d;
MPI_Comm comm;
int npes, npes_needed;
int myId;
long int neq, l_neq;
void *cvode_mem;
N_Vector y, q;
realtype abstol, reltol, abstolQ, reltolQ;
long int mudq, mldq, mukeep, mlkeep;
int indexB;
N_Vector yB, qB;
realtype abstolB, reltolB, abstolQB, reltolQB;
long int mudqB, mldqB, mukeepB, mlkeepB;
realtype tret, *qdata, G;
int ncheckpnt, flag;
booleantype output;
/* Initialize MPI and set Ids */
MPI_Init(&argc, &argv);
comm = MPI_COMM_WORLD;
MPI_Comm_rank(comm, &myId);
/* Check number of processes */
npes_needed = NPX * NPY;
#ifdef USE3D
npes_needed *= NPZ;
#endif
MPI_Comm_size(comm, &npes);
if (npes_needed != npes) {
if (myId == 0)
fprintf(stderr,"I need %d processes but I only got %d\n",
npes_needed, npes);
MPI_Abort(comm, EXIT_FAILURE);
}
/* Test if matlab output is requested */
if (argc > 1) output = TRUE;
else output = FALSE;
/* Allocate and set problem data structure */
d = (ProblemData) malloc(sizeof *d);
SetData(d, comm, npes, myId, &neq, &l_neq);
if (myId == 0) PrintHeader();
/*--------------------------
Forward integration phase
--------------------------*/
/* Allocate space for y and set it with the I.C. */
y = N_VNew_Parallel(comm, l_neq, neq);
N_VConst(ZERO, y);
/* Allocate and initialize qB (local contribution to cost) */
q = N_VNew_Parallel(comm, 1, npes);
N_VConst(ZERO, q);
/* Create CVODES object, attach user data, and allocate space */
cvode_mem = CVodeCreate(CV_BDF, CV_NEWTON);
flag = CVodeSetUserData(cvode_mem, d);
flag = CVodeInit(cvode_mem, f, ti, y);
abstol = ATOL;
reltol = RTOL;
flag = CVodeSStolerances(cvode_mem, reltol, abstol);
/* attach linear solver */
flag = CVSpgmr(cvode_mem, PREC_LEFT, 0);
/* Attach preconditioner and linear solver modules */
mudq = mldq = d->l_m[0]+1;
mukeep = mlkeep = 2;
flag = CVBBDPrecInit(cvode_mem, l_neq, mudq, mldq,
mukeep, mlkeep, ZERO,
f_local, NULL);
/* Initialize quadrature calculations */
abstolQ = ATOL_Q;
reltolQ = RTOL_Q;
flag = CVodeQuadInit(cvode_mem, fQ, q);
flag = CVodeQuadSStolerances(cvode_mem, reltolQ, abstolQ);
flag = CVodeSetQuadErrCon(cvode_mem, TRUE);
/* Allocate space for the adjoint calculation */
flag = CVodeAdjInit(cvode_mem, STEPS, CV_HERMITE);
/* Integrate forward in time while storing check points */
if (myId == 0) printf("Begin forward integration... ");
flag = CVodeF(cvode_mem, tf, y, &tret, CV_NORMAL, &ncheckpnt);
if (myId == 0) printf("done. ");
/* Extract quadratures */
flag = CVodeGetQuad(cvode_mem, &tret, q);
qdata = NV_DATA_P(q);
MPI_Allreduce(&qdata[0], &G, 1, PVEC_REAL_MPI_TYPE, MPI_SUM, comm);
#if defined(SUNDIALS_EXTENDED_PRECISION)
if (myId == 0) printf(" G = %Le\n",G);
#elif defined(SUNDIALS_DOUBLE_PRECISION)
if (myId == 0) printf(" G = %e\n",G);
#else
if (myId == 0) printf(" G = %e\n",G);
#endif
/* Print statistics for forward run */
if (myId == 0) PrintFinalStats(cvode_mem);
/*--------------------------
Backward integration phase
--------------------------*/
/* Allocate and initialize yB */
yB = N_VNew_Parallel(comm, l_neq, neq);
N_VConst(ZERO, yB);
/* Allocate and initialize qB (gradient) */
qB = N_VNew_Parallel(comm, l_neq, neq);
N_VConst(ZERO, qB);
/* Create and allocate backward CVODE memory */
flag = CVodeCreateB(cvode_mem, CV_BDF, CV_NEWTON, &indexB);
flag = CVodeSetUserDataB(cvode_mem, indexB, d);
flag = CVodeInitB(cvode_mem, indexB, fB, tf, yB);
abstolB = ATOL_B;
reltolB = RTOL_B;
flag = CVodeSStolerancesB(cvode_mem, indexB, reltolB, abstolB);
/* Attach preconditioner and linear solver modules */
flag = CVSpgmrB(cvode_mem, indexB, PREC_LEFT, 0);
mudqB = mldqB = d->l_m[0]+1;
mukeepB = mlkeepB = 2;
flag = CVBBDPrecInitB(cvode_mem, indexB, l_neq, mudqB, mldqB,
mukeepB, mlkeepB, ZERO, fB_local, NULL);
/* Initialize quadrature calculations */
abstolQB = ATOL_QB;
reltolQB = RTOL_QB;
flag = CVodeQuadInitB(cvode_mem, indexB, fQB, qB);
flag = CVodeQuadSStolerancesB(cvode_mem, indexB, reltolQB, abstolQB);
flag = CVodeSetQuadErrConB(cvode_mem, indexB, TRUE);
/* Integrate backwards */
if (myId == 0) printf("Begin backward integration... ");
flag = CVodeB(cvode_mem, ti, CV_NORMAL);
if (myId == 0) printf("done.\n");
/* Extract solution */
flag = CVodeGetB(cvode_mem, indexB, &tret, yB);
/* Extract quadratures */
flag = CVodeGetQuadB(cvode_mem, indexB, &tret, qB);
/* Print statistics for backward run */
if (myId == 0) {
PrintFinalStats(CVodeGetAdjCVodeBmem(cvode_mem, indexB));
}
/* Process 0 collects the gradient components and prints them */
if (output) {
OutputGradient(myId, qB, d);
if (myId == 0) printf("Wrote matlab file 'grad.m'.\n");
}
/* Free memory */
N_VDestroy_Parallel(y);
N_VDestroy_Parallel(q);
N_VDestroy_Parallel(qB);
N_VDestroy_Parallel(yB);
CVodeFree(&cvode_mem);
MPI_Finalize();
return(0);
}
int main(int argc, char *argv[])
{
realtype abstol=ATOL, reltol=RTOL, t;
N_Vector c;
WebData wdata;
void *cvode_mem;
int flag;
void *cvadj_mem;
int ncheck;
realtype reltolB=RTOL, abstolB=ATOL;
N_Vector cB;
c = NULL;
cB = NULL;
wdata = NULL;
cvode_mem = NULL;
cvadj_mem = NULL;
/* Allocate and initialize user data */
wdata = AllocUserData();
if(check_flag((void *)wdata, "AllocUserData", 2)) return(1);
InitUserData(wdata);
/* Set-up forward problem */
/* Initializations */
c = N_VNew_Serial(NEQ+1);
if(check_flag((void *)c, "N_VNew_Serial", 0)) return(1);
CInit(c, wdata);
/* Call CVodeCreate/CVodeMalloc for forward run */
printf("\nCreate and allocate CVODE memory for forward run\n");
cvode_mem = CVodeCreate(CV_BDF, CV_NEWTON);
if(check_flag((void *)cvode_mem, "CVodeCreate", 0)) return(1);
wdata->cvode_memF = cvode_mem; /* Used in Precond */
flag = CVodeSetFdata(cvode_mem, wdata);
if(check_flag(&flag, "CVodeSetFdata", 1)) return(1);
flag = CVodeMalloc(cvode_mem, f, T0, c, CV_SS, reltol, &abstol);
if(check_flag(&flag, "CVodeMalloc", 1)) return(1);
/* Call CVSpgmr for forward run */
flag = CVSpgmr(cvode_mem, PREC_LEFT, 0);
if(check_flag(&flag, "CVSpgmr", 1)) return(1);
flag = CVSpgmrSetPreconditioner(cvode_mem, Precond, PSolve, wdata);
if(check_flag(&flag, "CVSpgmrSetPreconditioner", 1)) return(1);
/* Set-up adjoint calculations */
printf("\nAllocate global memory\n");
cvadj_mem = CVadjMalloc(cvode_mem, NSTEPS);
if(check_flag((void *)cvadj_mem, "CVadjMalloc", 0)) return(1);
wdata->cvadj_mem = cvadj_mem;
/* Perform forward run */
printf("\nForward integration ... ");
flag = CVodeF(cvadj_mem, TOUT, c, &t, CV_NORMAL, &ncheck);
if(check_flag(&flag, "CVodeF", 1)) return(1);
printf("done (ncheck = %d)\n",ncheck);
#if defined(SUNDIALS_EXTENDED_PRECISION)
printf("\n G = int_t int_x int_y c%d(t,x,y) dx dy dt = %Lf \n\n",
ISPEC, NV_DATA_S(c)[NEQ]);
#else
printf("\n G = int_t int_x int_y c%d(t,x,y) dx dy dt = %f \n\n",
ISPEC, NV_DATA_S(c)[NEQ]);
#endif
/* Set-up backward problem */
/* Allocate cB */
cB = N_VNew_Serial(NEQ);
if(check_flag((void *)cB, "N_VNew_Serial", 0)) return(1);
/* Initialize cB = 0 */
N_VConst(ZERO, cB);
/* Create and allocate CVODES memory for backward run */
printf("\nCreate and allocate CVODES memory for backward run\n");
flag = CVodeCreateB(cvadj_mem, CV_BDF, CV_NEWTON);
if(check_flag(&flag, "CVodeCreateB", 1)) return(1);
flag = CVodeSetFdataB(cvadj_mem, wdata);
if(check_flag(&flag, "CVodeSetFdataB", 1)) return(1);
flag = CVodeMallocB(cvadj_mem, fB, TOUT, cB, CV_SS, reltolB, &abstolB);
if(check_flag(&flag, "CVodeMallocB", 1)) return(1);
/* Call CVSpgmr */
flag = CVSpgmrB(cvadj_mem, PREC_LEFT, 0);
if(check_flag(&flag, "CVSpgmrB", 1)) return(1);
flag = CVSpgmrSetPreconditionerB(cvadj_mem, PrecondB, PSolveB, wdata);
if(check_flag(&flag, "CVSpgmrSetPreconditionerB", 1)) return(1);
/* Perform backward integration */
printf("\nBackward integration\n");
flag = CVodeB(cvadj_mem, T0, cB, &t, CV_NORMAL);
if(check_flag(&flag, "CVodeB", 1)) return(1);
PrintOutput(cB, NS, MXNS, wdata);
/* Free all memory */
CVodeFree(cvode_mem);
CVadjFree(cvadj_mem);
N_VDestroy_Serial(c);
N_VDestroy_Serial(cB);
FreeUserData(wdata);
return(0);
}