xref: /petsc/src/sys/classes/random/tutorials/ex2.c (revision 6a98f8dc3f2c9149905a87dc2e9d0fedaf64e09a)
1 static char help[] = "Tests PetscRandom functions.\n\n";
2 
3 #include <petscsys.h>
4 
5 #define PETSC_MAXBSIZE     40
6 #define DATAFILENAME "ex2_stock.txt"
7 
8 struct himaInfoTag {
9   PetscInt    n;
10   PetscReal   r;
11   PetscReal   dt;
12   PetscInt    totalNumSim;
13   PetscReal   *St0;
14   PetscReal   *vol;
15 };
16 typedef struct himaInfoTag himaInfo;
17 
18 PetscErrorCode readData(MPI_Comm,himaInfo *);
19 PetscReal mcVal(PetscReal, PetscReal, PetscReal, PetscReal, PetscReal);
20 void exchangeVal(PetscReal*, PetscReal*);
21 PetscReal basketPayoff(PetscReal[], PetscReal[], PetscInt, PetscReal,PetscReal, PetscReal[]);
22 PetscErrorCode stdNormalArray(PetscReal*, PetscInt,PetscRandom);
23 PetscInt divWork(PetscMPIInt, PetscInt, PetscMPIInt);
24 
25 /*
26    Contributed by Xiaoyan Zeng <zengxia@iit.edu> and Liu, Kwong Ip" <kiliu@math.hkbu.edu.hk>
27 
28    Example of usage:
29      mpiexec -n 4 ./ex2 -num_of_stocks 30 -interest_rate 0.4 -time_interval 0.01 -num_of_simulations 10000
30 */
31 
32 int main(int argc, char *argv[])
33 {
34   PetscReal      r,dt;
35   PetscInt       n;
36   unsigned long  i,myNumSim,totalNumSim,numdim;
37   PetscReal      *vol, *St0, x, totalx;
38   PetscMPIInt    size,rank;
39   PetscReal      *eps;
40   himaInfo       hinfo;
41   PetscRandom    ran;
42   PetscErrorCode ierr;
43 
44   ierr = PetscInitialize(&argc,&argv,(char*)0,help);if (ierr) return ierr;
45   ierr = PetscRandomCreate(PETSC_COMM_WORLD,&ran);CHKERRQ(ierr);
46   ierr = PetscRandomSetFromOptions(ran);CHKERRQ(ierr);
47 
48   ierr = MPI_Comm_size(PETSC_COMM_WORLD, &size);CHKERRQ(ierr);       /* number of nodes */
49   ierr = MPI_Comm_rank(PETSC_COMM_WORLD, &rank);CHKERRQ(ierr);     /* my ranking */
50 
51   hinfo.n           = 31;
52   hinfo.r           = 0.04;
53   hinfo.dt          = 1.0/12;   /* a month as a period */
54   hinfo.totalNumSim = 1000;
55 
56   ierr = PetscOptionsGetInt(NULL,NULL,"-num_of_stocks",&(hinfo.n),NULL);CHKERRQ(ierr);
57   if (hinfo.n <1 || hinfo.n > 31) SETERRQ1(PETSC_COMM_SELF,PETSC_ERR_SUP,"Only 31 stocks listed in stock.txt. num_of_stocks %D must between 1 and 31",hinfo.n);
58   ierr = PetscOptionsGetReal(NULL,NULL,"-interest_rate",&(hinfo.r),NULL);CHKERRQ(ierr);
59   ierr = PetscOptionsGetReal(NULL,NULL,"-time_interval",&(hinfo.dt),NULL);CHKERRQ(ierr);
60   ierr = PetscOptionsGetInt(NULL,NULL,"-num_of_simulations",&(hinfo.totalNumSim),NULL);CHKERRQ(ierr);
61 
62   n           = hinfo.n;
63   r           = hinfo.r;
64   dt          = hinfo.dt;
65   totalNumSim = hinfo.totalNumSim;
66   ierr        = PetscMalloc1(2*n+1,&hinfo.vol);CHKERRQ(ierr);
67   vol         = hinfo.vol;
68   St0         = hinfo.St0 = hinfo.vol + n;
69   ierr        = readData(PETSC_COMM_WORLD,&hinfo);CHKERRQ(ierr);
70 
71   numdim = n*(n+1)/2;
72   if (numdim%2 == 1) numdim++;
73   ierr = PetscMalloc1(numdim,&eps);CHKERRQ(ierr);
74 
75   myNumSim = divWork(rank,totalNumSim,size);
76 
77   x = 0;
78   for (i=0; i<myNumSim; i++) {
79     ierr = stdNormalArray(eps,numdim,ran);CHKERRQ(ierr);
80     x += basketPayoff(vol,St0,n,r,dt,eps);
81   }
82 
83   ierr = MPI_Reduce(&x, &totalx, 1, MPIU_REAL, MPIU_SUM,0,PETSC_COMM_WORLD);CHKERRQ(ierr);
84   /* payoff = exp(-r*dt*n)*(totalx/totalNumSim);
85   ierr = PetscPrintf(PETSC_COMM_WORLD,"Option price = $%.3f using %ds of %s computation with %d %s for %d stocks, %d trading period per year, %.2f%% interest rate\n",
86    payoff,(int)(stop - start),"parallel",size,"processors",n,(int)(1/dt),r);CHKERRQ(ierr); */
87 
88   ierr = PetscFree(vol);CHKERRQ(ierr);
89   ierr = PetscFree(eps);CHKERRQ(ierr);
90   ierr = PetscRandomDestroy(&ran);CHKERRQ(ierr);
91   ierr = PetscFinalize();
92   return ierr;
93 }
94 
95 PetscErrorCode stdNormalArray(PetscReal *eps, PetscInt numdim, PetscRandom ran)
96 {
97   PetscInt       i;
98   PetscScalar    u1,u2;
99   PetscReal      t;
100   PetscErrorCode ierr;
101 
102   PetscFunctionBegin;
103   for (i=0; i<numdim; i+=2) {
104     ierr = PetscRandomGetValue(ran,&u1);CHKERRQ(ierr);
105     ierr = PetscRandomGetValue(ran,&u2);CHKERRQ(ierr);
106 
107     t        = PetscSqrtReal(-2*PetscLogReal(PetscRealPart(u1)));
108     eps[i]   = t * PetscCosReal(2*PETSC_PI*PetscRealPart(u2));
109     eps[i+1] = t * PetscSinReal(2*PETSC_PI*PetscRealPart(u2));
110   }
111   PetscFunctionReturn(0);
112 }
113 
114 
115 PetscReal basketPayoff(PetscReal vol[], PetscReal St0[], PetscInt n, PetscReal r,PetscReal dt, PetscReal eps[])
116 {
117   PetscReal Stk[PETSC_MAXBSIZE], temp;
118   PetscReal payoff;
119   PetscInt  maxk,i,j;
120   PetscInt  pointcount=0;
121 
122   for (i=0;i<n;i++) Stk[i] = St0[i];
123 
124   for (i=0;i<n;i++) {
125     maxk = 0;
126     for (j=0;j<(n-i);j++) {
127       Stk[j] = mcVal(Stk[j],r,vol[j],dt,eps[pointcount++]);
128       if ((Stk[j]/St0[j]) > (Stk[maxk]/St0[maxk])) maxk = j;
129     }
130     exchangeVal(Stk+j-1,Stk+maxk);
131     exchangeVal(St0+j-1,St0+maxk);
132     exchangeVal(vol+j-1,vol+maxk);
133   }
134 
135   payoff = 0;
136   for (i=0; i<n; i++) {
137     temp = (Stk[i]/St0[i]) - 1;
138     if (temp > 0) payoff += temp;
139   }
140   return payoff;
141 }
142 
143 PetscErrorCode readData(MPI_Comm comm,himaInfo *hinfo)
144 {
145   PetscInt       i;
146   FILE           *fd;
147   char           temp[50];
148   PetscErrorCode ierr;
149   PetscMPIInt    rank;
150   PetscReal      *v = hinfo->vol, *t = hinfo->St0;
151   PetscInt       num=hinfo->n;
152 
153   PetscFunctionBeginUser;
154   ierr = MPI_Comm_rank(comm,&rank);CHKERRQ(ierr);
155   if (!rank) {
156     ierr = PetscFOpen(PETSC_COMM_SELF,DATAFILENAME,"r",&fd);CHKERRQ(ierr);
157     for (i=0;i<num;i++) {
158       double vv,tt;
159       if (fscanf(fd,"%s%lf%lf",temp,&vv,&tt) != 3) SETERRQ(PETSC_COMM_SELF,PETSC_ERR_FILE_UNEXPECTED,"Badly formatted input file\n");
160       v[i] = vv;
161       t[i] = tt;
162     }
163     fclose(fd);
164   }
165   ierr = MPI_Bcast(v,2*num,MPIU_REAL,0,PETSC_COMM_WORLD);CHKERRQ(ierr);
166   /* ierr = PetscPrintf(PETSC_COMM_SELF,"[%d] vol %g, ... %g; St0 %g, ... %g\n",rank,hinfo->vol[0],hinfo->vol[num-1],hinfo->St0 [0],hinfo->St0[num-1]); */
167   PetscFunctionReturn(0);
168 }
169 
170 void exchangeVal(PetscReal *a, PetscReal *b)
171 {
172   PetscReal t;
173 
174   t  = *a;
175   *a = *b;
176   *b = t;
177 }
178 
179 PetscReal mcVal(PetscReal St, PetscReal r, PetscReal vol, PetscReal dt, PetscReal eps)
180 {
181   return (St * PetscExpReal((r-0.5*vol*vol)*dt + vol*PetscSqrtReal(dt)*eps));
182 }
183 
184 PetscInt divWork(PetscMPIInt id, PetscInt num, PetscMPIInt size)
185 {
186   PetscInt numit;
187 
188   numit = (PetscInt)(((PetscReal)num)/size);
189   numit++;
190   return numit;
191 }
192 
193 /*TEST
194 
195    build:
196       requires: !comple
197       output_file: output/ex1_1.out
198 
199    test:
200       nsize: 2
201       output_file: output/ex1_1.out
202       localrunfiles: ex2_stock.txt
203 
204 TEST*/
205