xref: /petsc/src/sys/classes/random/tutorials/ex2.c (revision f97672e55eacc8688507b9471cd7ec2664d7f203)
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 
43   PetscCall(PetscInitialize(&argc,&argv,(char*)0,help));
44   PetscCall(PetscRandomCreate(PETSC_COMM_WORLD,&ran));
45   PetscCall(PetscRandomSetFromOptions(ran));
46 
47   PetscCallMPI(MPI_Comm_size(PETSC_COMM_WORLD, &size));
48   PetscCallMPI(MPI_Comm_rank(PETSC_COMM_WORLD, &rank));
49 
50   hinfo.n           = 31;
51   hinfo.r           = 0.04;
52   hinfo.dt          = 1.0/12;   /* a month as a period */
53   hinfo.totalNumSim = 1000;
54 
55   PetscCall(PetscOptionsGetInt(NULL,NULL,"-num_of_stocks",&(hinfo.n),NULL));
56   PetscCheck(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);
57   PetscCall(PetscOptionsGetReal(NULL,NULL,"-interest_rate",&(hinfo.r),NULL));
58   PetscCall(PetscOptionsGetReal(NULL,NULL,"-time_interval",&(hinfo.dt),NULL));
59   PetscCall(PetscOptionsGetInt(NULL,NULL,"-num_of_simulations",&(hinfo.totalNumSim),NULL));
60 
61   n           = hinfo.n;
62   r           = hinfo.r;
63   dt          = hinfo.dt;
64   totalNumSim = hinfo.totalNumSim;
65   PetscCall(PetscMalloc1(2*n+1,&hinfo.vol));
66   vol         = hinfo.vol;
67   St0         = hinfo.St0 = hinfo.vol + n;
68   PetscCall(readData(PETSC_COMM_WORLD,&hinfo));
69 
70   numdim = n*(n+1)/2;
71   if (numdim%2 == 1) numdim++;
72   PetscCall(PetscMalloc1(numdim,&eps));
73 
74   myNumSim = divWork(rank,totalNumSim,size);
75 
76   x = 0;
77   for (i=0; i<myNumSim; i++) {
78     PetscCall(stdNormalArray(eps,numdim,ran));
79     x += basketPayoff(vol,St0,n,r,dt,eps);
80   }
81 
82   PetscCallMPI(MPI_Reduce(&x, &totalx, 1, MPIU_REAL, MPIU_SUM,0,PETSC_COMM_WORLD));
83   /* payoff = exp(-r*dt*n)*(totalx/totalNumSim);
84   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",
85    payoff,(int)(stop - start),"parallel",size,"processors",n,(int)(1/dt),r); */
86 
87   PetscCall(PetscFree(vol));
88   PetscCall(PetscFree(eps));
89   PetscCall(PetscRandomDestroy(&ran));
90   PetscCall(PetscFinalize());
91   return 0;
92 }
93 
94 PetscErrorCode stdNormalArray(PetscReal *eps, PetscInt numdim, PetscRandom ran)
95 {
96   PetscInt       i;
97   PetscScalar    u1,u2;
98   PetscReal      t;
99 
100   PetscFunctionBegin;
101   for (i=0; i<numdim; i+=2) {
102     PetscCall(PetscRandomGetValue(ran,&u1));
103     PetscCall(PetscRandomGetValue(ran,&u2));
104 
105     t        = PetscSqrtReal(-2*PetscLogReal(PetscRealPart(u1)));
106     eps[i]   = t * PetscCosReal(2*PETSC_PI*PetscRealPart(u2));
107     eps[i+1] = t * PetscSinReal(2*PETSC_PI*PetscRealPart(u2));
108   }
109   PetscFunctionReturn(0);
110 }
111 
112 PetscReal basketPayoff(PetscReal vol[], PetscReal St0[], PetscInt n, PetscReal r,PetscReal dt, PetscReal eps[])
113 {
114   PetscReal Stk[PETSC_MAXBSIZE], temp;
115   PetscReal payoff;
116   PetscInt  maxk,i,j;
117   PetscInt  pointcount=0;
118 
119   for (i=0;i<n;i++) Stk[i] = St0[i];
120 
121   for (i=0;i<n;i++) {
122     maxk = 0;
123     for (j=0;j<(n-i);j++) {
124       Stk[j] = mcVal(Stk[j],r,vol[j],dt,eps[pointcount++]);
125       if ((Stk[j]/St0[j]) > (Stk[maxk]/St0[maxk])) maxk = j;
126     }
127     exchangeVal(Stk+j-1,Stk+maxk);
128     exchangeVal(St0+j-1,St0+maxk);
129     exchangeVal(vol+j-1,vol+maxk);
130   }
131 
132   payoff = 0;
133   for (i=0; i<n; i++) {
134     temp = (Stk[i]/St0[i]) - 1;
135     if (temp > 0) payoff += temp;
136   }
137   return payoff;
138 }
139 
140 PetscErrorCode readData(MPI_Comm comm,himaInfo *hinfo)
141 {
142   PetscInt       i;
143   FILE           *fd;
144   char           temp[50];
145   PetscMPIInt    rank;
146   PetscReal      *v = hinfo->vol, *t = hinfo->St0;
147   PetscInt       num=hinfo->n;
148 
149   PetscFunctionBeginUser;
150   PetscCallMPI(MPI_Comm_rank(comm,&rank));
151   if (rank == 0) {
152     PetscCall(PetscFOpen(PETSC_COMM_SELF,DATAFILENAME,"r",&fd));
153     for (i=0;i<num;i++) {
154       double vv,tt;
155       PetscCheck(fscanf(fd,"%s%lf%lf",temp,&vv,&tt) == 3,PETSC_COMM_SELF,PETSC_ERR_FILE_UNEXPECTED,"Badly formatted input file");
156       v[i] = vv;
157       t[i] = tt;
158     }
159     fclose(fd);
160   }
161   PetscCallMPI(MPI_Bcast(v,2*num,MPIU_REAL,0,PETSC_COMM_WORLD));
162   /* 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]); */
163   PetscFunctionReturn(0);
164 }
165 
166 void exchangeVal(PetscReal *a, PetscReal *b)
167 {
168   PetscReal t;
169 
170   t  = *a;
171   *a = *b;
172   *b = t;
173 }
174 
175 PetscReal mcVal(PetscReal St, PetscReal r, PetscReal vol, PetscReal dt, PetscReal eps)
176 {
177   return (St * PetscExpReal((r-0.5*vol*vol)*dt + vol*PetscSqrtReal(dt)*eps));
178 }
179 
180 PetscInt divWork(PetscMPIInt id, PetscInt num, PetscMPIInt size)
181 {
182   PetscInt numit;
183 
184   numit = (PetscInt)(((PetscReal)num)/size);
185   numit++;
186   return numit;
187 }
188 
189 /*TEST
190 
191    test:
192       nsize: 2
193       output_file: output/ex1_1.out
194       localrunfiles: ex2_stock.txt
195 
196 TEST*/
197