xref: /petsc/src/sys/classes/random/tutorials/ex2.c (revision 40badf4fbc550ac1f60bd080eaff6de6d55b946d)
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   CHKERRQ(PetscRandomCreate(PETSC_COMM_WORLD,&ran));
46   CHKERRQ(PetscRandomSetFromOptions(ran));
47 
48   CHKERRMPI(MPI_Comm_size(PETSC_COMM_WORLD, &size));
49   CHKERRMPI(MPI_Comm_rank(PETSC_COMM_WORLD, &rank));
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   CHKERRQ(PetscOptionsGetInt(NULL,NULL,"-num_of_stocks",&(hinfo.n),NULL));
57   PetscCheckFalse(hinfo.n <1 || hinfo.n > 31,PETSC_COMM_SELF,PETSC_ERR_SUP,"Only 31 stocks listed in stock.txt. num_of_stocks %" PetscInt_FMT " must between 1 and 31",hinfo.n);
58   CHKERRQ(PetscOptionsGetReal(NULL,NULL,"-interest_rate",&(hinfo.r),NULL));
59   CHKERRQ(PetscOptionsGetReal(NULL,NULL,"-time_interval",&(hinfo.dt),NULL));
60   CHKERRQ(PetscOptionsGetInt(NULL,NULL,"-num_of_simulations",&(hinfo.totalNumSim),NULL));
61 
62   n           = hinfo.n;
63   r           = hinfo.r;
64   dt          = hinfo.dt;
65   totalNumSim = hinfo.totalNumSim;
66   CHKERRQ(PetscMalloc1(2*n+1,&hinfo.vol));
67   vol         = hinfo.vol;
68   St0         = hinfo.St0 = hinfo.vol + n;
69   CHKERRQ(readData(PETSC_COMM_WORLD,&hinfo));
70 
71   numdim = n*(n+1)/2;
72   if (numdim%2 == 1) numdim++;
73   CHKERRQ(PetscMalloc1(numdim,&eps));
74 
75   myNumSim = divWork(rank,totalNumSim,size);
76 
77   x = 0;
78   for (i=0; i<myNumSim; i++) {
79     CHKERRQ(stdNormalArray(eps,numdim,ran));
80     x += basketPayoff(vol,St0,n,r,dt,eps);
81   }
82 
83   CHKERRMPI(MPI_Reduce(&x, &totalx, 1, MPIU_REAL, MPIU_SUM,0,PETSC_COMM_WORLD));
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   CHKERRQ(PetscFree(vol));
89   CHKERRQ(PetscFree(eps));
90   CHKERRQ(PetscRandomDestroy(&ran));
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 
101   PetscFunctionBegin;
102   for (i=0; i<numdim; i+=2) {
103     CHKERRQ(PetscRandomGetValue(ran,&u1));
104     CHKERRQ(PetscRandomGetValue(ran,&u2));
105 
106     t        = PetscSqrtReal(-2*PetscLogReal(PetscRealPart(u1)));
107     eps[i]   = t * PetscCosReal(2*PETSC_PI*PetscRealPart(u2));
108     eps[i+1] = t * PetscSinReal(2*PETSC_PI*PetscRealPart(u2));
109   }
110   PetscFunctionReturn(0);
111 }
112 
113 PetscReal basketPayoff(PetscReal vol[], PetscReal St0[], PetscInt n, PetscReal r,PetscReal dt, PetscReal eps[])
114 {
115   PetscReal Stk[PETSC_MAXBSIZE], temp;
116   PetscReal payoff;
117   PetscInt  maxk,i,j;
118   PetscInt  pointcount=0;
119 
120   for (i=0;i<n;i++) Stk[i] = St0[i];
121 
122   for (i=0;i<n;i++) {
123     maxk = 0;
124     for (j=0;j<(n-i);j++) {
125       Stk[j] = mcVal(Stk[j],r,vol[j],dt,eps[pointcount++]);
126       if ((Stk[j]/St0[j]) > (Stk[maxk]/St0[maxk])) maxk = j;
127     }
128     exchangeVal(Stk+j-1,Stk+maxk);
129     exchangeVal(St0+j-1,St0+maxk);
130     exchangeVal(vol+j-1,vol+maxk);
131   }
132 
133   payoff = 0;
134   for (i=0; i<n; i++) {
135     temp = (Stk[i]/St0[i]) - 1;
136     if (temp > 0) payoff += temp;
137   }
138   return payoff;
139 }
140 
141 PetscErrorCode readData(MPI_Comm comm,himaInfo *hinfo)
142 {
143   PetscInt       i;
144   FILE           *fd;
145   char           temp[50];
146   PetscMPIInt    rank;
147   PetscReal      *v = hinfo->vol, *t = hinfo->St0;
148   PetscInt       num=hinfo->n;
149 
150   PetscFunctionBeginUser;
151   CHKERRMPI(MPI_Comm_rank(comm,&rank));
152   if (rank == 0) {
153     CHKERRQ(PetscFOpen(PETSC_COMM_SELF,DATAFILENAME,"r",&fd));
154     for (i=0;i<num;i++) {
155       double vv,tt;
156       PetscCheckFalse(fscanf(fd,"%s%lf%lf",temp,&vv,&tt) != 3,PETSC_COMM_SELF,PETSC_ERR_FILE_UNEXPECTED,"Badly formatted input file");
157       v[i] = vv;
158       t[i] = tt;
159     }
160     fclose(fd);
161   }
162   CHKERRMPI(MPI_Bcast(v,2*num,MPIU_REAL,0,PETSC_COMM_WORLD));
163   /* 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]); */
164   PetscFunctionReturn(0);
165 }
166 
167 void exchangeVal(PetscReal *a, PetscReal *b)
168 {
169   PetscReal t;
170 
171   t  = *a;
172   *a = *b;
173   *b = t;
174 }
175 
176 PetscReal mcVal(PetscReal St, PetscReal r, PetscReal vol, PetscReal dt, PetscReal eps)
177 {
178   return (St * PetscExpReal((r-0.5*vol*vol)*dt + vol*PetscSqrtReal(dt)*eps));
179 }
180 
181 PetscInt divWork(PetscMPIInt id, PetscInt num, PetscMPIInt size)
182 {
183   PetscInt numit;
184 
185   numit = (PetscInt)(((PetscReal)num)/size);
186   numit++;
187   return numit;
188 }
189 
190 /*TEST
191 
192    test:
193       nsize: 2
194       output_file: output/ex1_1.out
195       localrunfiles: ex2_stock.txt
196 
197 TEST*/
198