xref: /petsc/src/sys/classes/random/tutorials/ex2.c (revision 21e3ffae2f3b73c0bd738cf6d0a809700fc04bb0)
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   PetscFunctionBeginUser;
44   PetscCall(PetscInitialize(&argc, &argv, (char *)0, help));
45   PetscCall(PetscRandomCreate(PETSC_COMM_WORLD, &ran));
46   PetscCall(PetscRandomSetFromOptions(ran));
47 
48   PetscCallMPI(MPI_Comm_size(PETSC_COMM_WORLD, &size));
49   PetscCallMPI(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   PetscCall(PetscOptionsGetInt(NULL, NULL, "-num_of_stocks", &(hinfo.n), NULL));
57   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);
58   PetscCall(PetscOptionsGetReal(NULL, NULL, "-interest_rate", &(hinfo.r), NULL));
59   PetscCall(PetscOptionsGetReal(NULL, NULL, "-time_interval", &(hinfo.dt), NULL));
60   PetscCall(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   PetscCall(PetscMalloc1(2 * n + 1, &hinfo.vol));
67   vol = hinfo.vol;
68   St0 = hinfo.St0 = hinfo.vol + n;
69   PetscCall(readData(PETSC_COMM_WORLD, &hinfo));
70 
71   numdim = n * (n + 1) / 2;
72   if (numdim % 2 == 1) numdim++;
73   PetscCall(PetscMalloc1(numdim, &eps));
74 
75   myNumSim = divWork(rank, totalNumSim, size);
76 
77   x = 0;
78   for (i = 0; i < myNumSim; i++) {
79     PetscCall(stdNormalArray(eps, numdim, ran));
80     x += basketPayoff(vol, St0, n, r, dt, eps);
81   }
82 
83   PetscCallMPI(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); */
87 
88   PetscCall(PetscFree(vol));
89   PetscCall(PetscFree(eps));
90   PetscCall(PetscRandomDestroy(&ran));
91   PetscCall(PetscFinalize());
92   return 0;
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     PetscCall(PetscRandomGetValue(ran, &u1));
104     PetscCall(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(PETSC_SUCCESS);
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   PetscCallMPI(MPI_Comm_rank(comm, &rank));
152   if (rank == 0) {
153     PetscCall(PetscFOpen(PETSC_COMM_SELF, DATAFILENAME, "r", &fd));
154     for (i = 0; i < num; i++) {
155       double vv, tt;
156       PetscCheck(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   PetscCallMPI(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(PETSC_SUCCESS);
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