int
main (int argc, char *argv[]){
int i;
odeModel_t *om;
cvodeSettings_t *set;
integratorInstance_t *ii;
variableIndex_t *p;
int flag;
/* Setting SBML ODE Solver integration parameters */
set = CvodeSettings_create();
CvodeSettings_setTime(set, 1000, 10);
CvodeSettings_setErrors(set, 1e-15, 1e-8, 1e4);
CvodeSettings_setMethod(set, 0, 5);
/* CvodeSettings_setStoreResults(set, 0); */
CvodeSettings_setJacobian(set, 1); /* for testing only */
CvodeSettings_setCompileFunctions(set, 0); /* for testing only */
/* creating the odeModel */
om = ODEModel_createFromFile("MAPK.xml");
ii = IntegratorInstance_create(om, set);
/* ACTIVATE SENSITIVITY ANALYSIS */
CvodeSettings_setSensitivity(set, 1);
/* 0: simultaneous 1: staggered, 2: staggered1
see CVODES user guide for details */
CvodeSettings_setSensMethod(set, 0);
/* ACTIVATE ADJOINT ANALYSIS */
CvodeSettings_setDoAdj(set);
CvodeSettings_setAdjTime(set, 1000, 100);
CvodeSettings_setAdjErrors(set, 1e-15, 1e-8);
CvodeSettings_setnSaveSteps(set, 1000);
printf("Try 3 integrations with selected parameters/ICs!\n");
char *sensIDTest[4];
sensIDTest[0] = "MAPK";
sensIDTest[2] = "MAPK_P";
sensIDTest[1] = "K1";
sensIDTest[3] = "Ki";
CvodeSettings_setSensParams(set, sensIDTest, 4);
fprintf(stdout, "\n\nReading in linear objective function from: 'MAPK.linobjfun'\n");
fprintf(stdout, "Demonstration of forward/adjoint sensitivity (near) equivalence. \n\n");
/* Initially, only linear objective is present */
flag = IntegratorInstance_setLinearObjectiveFunction(ii, "MAPK.linobjfun");
if (flag!=1)
return(EXIT_FAILURE);
/* reset integrator to new settings */
IntegratorInstance_reset(ii);
/* get a parameter for which we will check sensitivities */
p = ODEModel_getVariableIndex(om, "K1");
i = 0;
while ( i < 4 ) {
/* if ( i == 2) break; */
/* Set nonlinear objective function after 2 loops */
if ( i == 2)
{
fprintf(stdout, "\nReading in nonlinear objective now: 'MAPK.objfun'\n\n");
flag = IntegratorInstance_setObjectiveFunction(ii, "MAPK.objfun");
if (flag!=1)
return(EXIT_FAILURE);
}
IntegratorInstance_reset(ii);
while( !IntegratorInstance_timeCourseCompleted(ii) )
if ( !IntegratorInstance_integrateOneStep(ii) )
break;
printf("\nIntegration time was %g\n\n",
IntegratorInstance_getIntegrationTime(ii));
/* IntegratorInstance_dumpData(ii); */
printf("Param default: %s\n", ODEModel_getVariableName(om, p));
IntegratorInstance_dumpPSensitivities(ii, p);
flag = IntegratorInstance_CVODEQuad(ii);
if (flag!=1)
return(EXIT_FAILURE);
if ( i < 2)
fprintf(stdout, "\n### Printing Forward Sensitivities\n");
else
fprintf(stdout, "\n### Printing Objective Function (since nonlinear objective is present)\n");
flag = IntegratorInstance_printQuad(ii, stdout);
if (flag!=1)
return(EXIT_FAILURE);
/* Now go into adjoint phase */
IntegratorInstance_resetAdjPhase(ii);
/* Adjoint phase */
while( !IntegratorInstance_timeCourseCompleted(ii) )
if ( !IntegratorInstance_integrateOneStep(ii) )
break;
printf("\nIntegration time was %g\n\n",
IntegratorInstance_getIntegrationTime(ii));
/* Print out adjoint soln */
IntegratorInstance_dumpAdjData(ii);
/* adjoint quadrature */
flag = IntegratorInstance_CVODEQuad(ii);
if (flag!=1)
return(EXIT_FAILURE);
fprintf(stdout, "\n### Printing Adjoint Sensitivities: int_0^T <df/dp, psi> dt\n");
flag = IntegratorInstance_printQuad(ii, stdout);
if (flag!=1)
return(EXIT_FAILURE);
fprintf(stdout, "\n############# DONE RUN NUMBER %d #############\n", i);
i++;
}
/* VariableIndex_free(y); */
VariableIndex_free(p);
/* now we have the results and can free the inputs */
IntegratorInstance_free(ii);
CvodeSettings_free(set);
ODEModel_free(om);
return (EXIT_SUCCESS);
}
int
main (int argc, char *argv[]){
int i, j;
odeModel_t *om;
cvodeSettings_t *set;
integratorInstance_t *ii;
cvodeResults_t *results;
variableIndex_t *y, *p;
/* Setting SBML ODE Solver integration parameters */
set = CvodeSettings_create();
CvodeSettings_setTime(set, 300.0, 10);
CvodeSettings_setErrors(set, 1e-9, 1e-4, 1e9);
/* ACTIVATE SENSITIVITY ANALYSIS */
CvodeSettings_setSensitivity(set, 1);
/* 0: simultaneous 1: staggered, 2: staggered1
see CVODES user guide for details */
CvodeSettings_setSensMethod(set, 0);
CvodeSettings_setJacobian(set, 1); /* for testing only */
/* CvodeSettings_dump(set); */
/* creating the odeModel */
om = ODEModel_createFromFile("MAPK.xml");
/* get a parameter for which we will check sensitivities */
p = ODEModel_getVariableIndex(om, "K1");
/* calling the integrator */
ii = IntegratorInstance_create(om, set);
printf("### Printing Sensitivities to %s (%g) on the fly:\n",
ODEModel_getVariableName(om, p),
IntegratorInstance_getVariableValue(ii, p));
printf("#time ");
IntegratorInstance_dumpNames(ii);
IntegratorInstance_dumpPSensitivities(ii, p);
while( !IntegratorInstance_timeCourseCompleted(ii) ) {
if ( !IntegratorInstance_integrateOneStep(ii) ) {
break;
}
IntegratorInstance_dumpPSensitivities(ii, p);
}
VariableIndex_free(p);
if ( SolverError_getNum(FATAL_ERROR_TYPE) ) {
printf("Integration not sucessful!\n");
SolverError_dumpAndClearErrors();
return(EXIT_FAILURE);
}
y = ODEModel_getVariableIndex(om, "MAPK_P");
printf("\nLet's look at a specific ODE variable:\n");
/* print sensitivities again, but now from stored results */
printf("### RESULTS for Sensitivity Analysis for one ODE variable\n");
printf("#time Variable Sensitivity Params...\n");
printf("#time ");
printf("%s ", ODEModel_getVariableName(om, y));
for ( j=0; j<ODEModel_getNsens(om); j++ ) {
p = ODEModel_getSensParamIndexByNum(om, j);
printf("%s ", ODEModel_getVariableName(om, p));
VariableIndex_free(p);
}
printf("\n");
results = IntegratorInstance_createResults(ii);
for ( i=0; i<CvodeResults_getNout(results); i++ ) {
printf("%g ", CvodeResults_getTime(results, i));
printf("%g ", CvodeResults_getValue(results, y, i));
for ( j=0; j<ODEModel_getNsens(om); j++ ) {
p = ODEModel_getSensParamIndexByNum(om, j);
printf("%g ", CvodeResults_getSensitivity(results, y, p, i));
VariableIndex_free(p);
}
printf("\n");
}
/* drawSensitivity(ii->data, "sensitivity", "ps", 0.9); */
p = ODEModel_getVariableIndex(om, "V1");
printf("\nWhat do sensitivities mean? Let's try out!\n\n");
printf("... add 1 to %s: %g + 1 = ",
ODEModel_getVariableName(om, p),
IntegratorInstance_getVariableValue(ii, p));
CvodeSettings_setSensitivity(set, 0);
IntegratorInstance_reset(ii);
IntegratorInstance_setVariableValue(ii, p,
IntegratorInstance_getVariableValue(ii,p)+1);
printf("%g\n", IntegratorInstance_getVariableValue(ii, p));
printf("... and integrate again:\n\n");
CvodeResults_free(results);
IntegratorInstance_integrate(ii);
results = IntegratorInstance_createResults(ii);
/* and print changed results */
printf("#time %s\n", ODEModel_getVariableName(om, y));
for ( i=0; i<CvodeResults_getNout(results); i++ ) {
printf("%g ", CvodeResults_getTime(results, i));
printf("%g\n", CvodeResults_getValue(results, y, i));
}
printf("\nSee the difference?\n");
printf("Look what happens when the sensitivity changes its sign\n");
printf("between times 180 and 210.\n\n");
VariableIndex_free(y);
VariableIndex_free(p);
/* now we have the results and can free the inputs */
IntegratorInstance_free(ii);
CvodeSettings_free(set);
CvodeResults_free(results);
ODEModel_free(om);
return (EXIT_SUCCESS);
}
int
main (int argc, char *argv[])
{
int neq, nass, nconst;
char *x[3];
double x0[3];
char *ode[2];
ASTNode_t *ast[2];
double time, rtol, atol;
double printstep;
/* SBML model containing events */
Model_t *events;
/* SOSlib types */
odeModel_t *om;
cvodeSettings_t *set;
integratorInstance_t *ii;
variableIndex_t *vi;
/* parsing input ODEs and settings */
/* time and error settings */
time = 0.5;
rtol = atol = 1.0E-9;
printstep = 10;
/* variables */
neq = 2;
x[0] = "C_cy";
x0[0] = 0.0;
ode[0] = "((150.0 * (3.8 - (p * D_cy) - (p * C_cy)) * (1.0 - (p * C_cy))) - (9.0 * C_cy))";
x[1] = "D_cy";
x0[1] = 9.0;
ode[1] = "(3.8 - (3.0 * D_cy) - (p * D_cy) - (p * C_cy))";
/* parameters */
nconst = 1;
x[2] = "p";
x0[2] = 0.2;
/* assignments */
nass = 0;
/* SBML model containing events */
events = NULL;
/* creating ODE ASTs from strings */
ast[0] = SBML_parseFormula(ode[0]);
ast[1] = SBML_parseFormula(ode[1]);
/* end of input parsing */
/* Setting SBML ODE Solver integration parameters */
set = CvodeSettings_createWithTime(time, printstep);
CvodeSettings_setErrors(set, atol, rtol, 1e4);
CvodeSettings_setStoreResults(set, 0);
/* activating default sensitivity */
CvodeSettings_setSensitivity(set, 1);
/* creating odeModel */
/* `events' could be an SBML model containing events */
om = ODEModel_createFromODEs(ast, neq, nass, nconst, x, x0, events);
/* creating integrator */
ii = IntegratorInstance_create(om,set);
/* integrate */
printf("integrating:\n");
while( !IntegratorInstance_timeCourseCompleted(ii) )
{
if ( !IntegratorInstance_integrateOneStep(ii) )
{
SolverError_dump();
break;
}
else
IntegratorInstance_dumpData(ii);
}
/* Specific data interfaces: */
/* names are stored in the odeModel and values
are independently stored in the integrator: you can
get different values from different integrator instances
built from the same model */
vi = ODEModel_getVariableIndex(om, "C_cy");
printf("\nVariable %s has final value of %g at time %g\n\n",
ODEModel_getVariableName(om, vi),
IntegratorInstance_getVariableValue(ii, vi),
IntegratorInstance_getTime(ii));
VariableIndex_free(vi);
vi = ODEModel_getVariableIndex(om, "p");
printf("Sensitivies to %s:\n", ODEModel_getVariableName(om, vi));
IntegratorInstance_dumpPSensitivities(ii, vi);
printf("\n\n");
VariableIndex_free(vi);
/* finished, free stuff */
/* free ASTs */
ASTNode_free(ast[0]);
ASTNode_free(ast[1]);
/* free solver structures */
IntegratorInstance_free(ii);
ODEModel_free(om);
CvodeSettings_free(set);
return (EXIT_SUCCESS);
}
int
main (int argc, char *argv[])
{
int i, j, k;
int neq, nsens;
odeModel_t *om;
odeSense_t *os;
cvodeSettings_t *set;
integratorInstance_t *ii;
variableIndex_t *p1, *p2, *p3, *vi;
double *weights;
/* Setting SBML ODE Solver integration parameters */
set = CvodeSettings_create();
CvodeSettings_setTime(set, 30, 10);
CvodeSettings_setErrors(set, 1e-15, 1e-10, 1e9);
CvodeSettings_setMethod(set, 0, 5);
/* CvodeSettings_setStoreResults(set, 0); */
CvodeSettings_setJacobian(set, 1); /* for testing only */
CvodeSettings_setCompileFunctions(set, 0); /* for testing only */
/* CvodeSettings_dump(set); */
CvodeSettings_setFIM(set); /* ACTIVATE FIM */
/* creating the odeModel */
om = ODEModel_createFromFile("MAPK.xml");
ii = IntegratorInstance_create(om, set);
printf("\nFirst try a few integrations without sensitivity\n");
IntegratorInstance_dumpNames(ii);
printf("\n");
for ( i=0; i<2; i++ )
{
printf("Run #%d:\n", i);
IntegratorInstance_integrate(ii);
/* IntegratorInstance_dumpData(ii); */
IntegratorInstance_printResults(ii, stderr);
IntegratorInstance_reset(ii);
printf("finished\n\n");
}
/* ACTIVATE SENSITIVITY ANALYSIS */
CvodeSettings_setSensitivity(set, 1);
/* 0: simultaneous 1: staggered, 2: staggered1
see CVODES user guide for details */
CvodeSettings_setSensMethod(set, 0);
/* reset integrator to new settings */
IntegratorInstance_reset(ii);
printf("Now Activate Sensitivity\n\n");
os = IntegratorInstance_getSensitivityModel(ii);
nsens = ODESense_getNsens(os);
printf("nsens = %i\n\n", nsens);
for ( i=0; i<nsens; i++ ) {
vi = ODESense_getSensParamIndexByNum(os, i);
printf("%s\n", ODEModel_getVariableName(om, vi) );
VariableIndex_free(vi);
}
printf("\n");
printf("sensitivities calculated for all constants\n");
p1 = ODESense_getSensParamIndexByNum(os, 1);
p2 = ODESense_getSensParamIndexByNum(os, 2);
p3 = ODESense_getSensParamIndexByNum(os, 3);
printf("sensitivities printed for constants %s, %s, %s\n\n",
ODEModel_getVariableName(om, p1),
ODEModel_getVariableName(om, p2),
ODEModel_getVariableName(om, p3));
/* create non-default weights for computation of FIM */
/* weights should be extracted from objective function! */
neq = ODEModel_getNeq(om);
ASSIGN_NEW_MEMORY_BLOCK(weights, neq, double, 0);
for ( i=0; i<neq; i++ )
weights[i] = 1.;
/* set weights (to non-default values) */
IntegratorInstance_setFIMweights(ii, weights, neq);
/* *** *** *** *** *** *** discrete data *** *** *** *** *** *** *** */
CvodeSettings_setDiscreteObservation(set);
printf("DISCRETE DATA\n\n");
i = 0;
while ( i < 2 )
{
printf("Run #%d:\n", i);
while( !IntegratorInstance_timeCourseCompleted(ii) )
{
IntegratorInstance_dumpPSensitivities(ii, p1);
IntegratorInstance_dumpPSensitivities(ii, p2);
IntegratorInstance_dumpPSensitivities(ii, p3);
if ( !IntegratorInstance_integrateOneStep(ii) )
break;
}
IntegratorInstance_dumpPSensitivities(ii, p1);
IntegratorInstance_dumpPSensitivities(ii, p2);
IntegratorInstance_dumpPSensitivities(ii, p3);
fprintf(stderr, "FIM =\n");
for ( j=0; j<nsens; j++ )
{
for ( k=0; k<nsens; k++ )
fprintf(stderr, "%g ", IntegratorInstance_getFIM(ii,j,k));
fprintf(stderr, "\n");
}
fprintf(stderr, "\n");
IntegratorInstance_reset(ii);
i++;
}
/* *** *** *** *** *** *** continuous data *** *** *** *** *** *** *** */
CvodeSettings_unsetDiscreteObservation(set);
printf("CONTINUOUS DATA\n\n");
i = 0;
while ( i < 2 )
{
printf("Run #%d:\n", i);
while( !IntegratorInstance_timeCourseCompleted(ii) )
{
IntegratorInstance_dumpPSensitivities(ii, p1);
IntegratorInstance_dumpPSensitivities(ii, p2);
IntegratorInstance_dumpPSensitivities(ii, p3);
if ( !IntegratorInstance_integrateOneStep(ii) )
break;
}
IntegratorInstance_dumpPSensitivities(ii, p1);
IntegratorInstance_dumpPSensitivities(ii, p2);
IntegratorInstance_dumpPSensitivities(ii, p3);
/* calculate FIM */
IntegratorInstance_CVODEQuad(ii);
fprintf(stderr, "FIM =\n");
for ( j=0; j<nsens; j++ )
{
for ( k=0; k<nsens; k++ )
fprintf(stderr, "%g ", IntegratorInstance_getFIM(ii,j,k));
fprintf(stderr, "\n");
}
fprintf(stderr, "\n");
IntegratorInstance_reset(ii);
i++;
}
fprintf(stderr, "finished\n");
/* VariableIndex_free(y); */
VariableIndex_free(p1);
VariableIndex_free(p2);
VariableIndex_free(p3);
free(weights);
/* now we have the results and can free the inputs */
IntegratorInstance_free(ii);
CvodeSettings_free(set);
ODEModel_free(om);
return (EXIT_SUCCESS);
}