| |||||||||
Folio - Examples from 'Getting Started' Description Different versions of a portfolio optimization problem. Basic modelling and solving tasks:
Source Files By clicking on a file name, a preview is opened at the bottom of this page. Data Files foliorep.c /******************************************************** Xpress-BCL C Example Problems ============================= file foliorep.c ``````````````` Modeling a MIP problem to perform portfolio optimization. Same model as in foliomip3.c. -- Infeasible model parameter values -- -- Repairing infeasibilities -- (c) 2009-2024 Fair Isaac Corporation author: S.Heipcke, June 2009, rev. Oct. 2014 ********************************************************/ #include <stdio.h> #include <stdlib.h> #include <string.h> #include <ctype.h> #include <math.h> #include "xprb.h" #include "xprs.h" #define MAXNUM 4 /* Max. number of different assets */ #define MAXRISK 1.0/3 /* Max. investment into high-risk values */ #define MINREG 0.3 /* Min. investment per geogr. region */ #define MAXREG 0.5 /* Max. investment per geogr. region */ #define MAXSEC 0.15 /* Max. investment per ind. sector */ #define MAXVAL 0.2 /* Max. investment per share */ #define MINVAL 0.1 /* Min. investment per share */ #define DATAFILE "folio10.cdat" /* File with problem data */ #define MAXENTRIES 10000 int NSHARES; /* Number of shares */ int NRISK; /* Number of high-risk shares */ int NREGIONS; /* Number of geographical regions */ int NTYPES; /* Number of share types */ double *RET; /* Estimated return in investment */ int *RISK; /* High-risk values among shares */ char **LOC; /* Geogr. region of shares */ char **SEC; /* Industry sector of shares */ char **SHARES_n; char **REGIONS_n; char **TYPES_n; XPRBprob prob; XPRBvar *frac; /* Fraction of capital used per share */ XPRBvar *buy; /* 1 if asset is in portfolio, 0 otherwise */ XPRBctr *allCtr; /* array containing all defined contraints */ int allCtrCount = 0; /* number of constraints in allCtr array */ #include "readfoliodata.c_" void print_sol_opt(void); void print_violated(void); int main(int argc, char **argv) { int s, r, t; XPRBctr Return, *Risk, *Cap, *Num; XPRBctr *MinReg, *MaxReg, *LimSec, *LinkL, *LinkU; readdata(DATAFILE); /* Data input from file */ prob = XPRBnewprob("FolioMIP3inf"); /* Initialize a new problem in BCL */ /* Create the decision variables (including upper bounds for `frac') */ frac = (XPRBvar*)malloc(NSHARES*sizeof(XPRBvar)); buy = (XPRBvar*)malloc(NSHARES*sizeof(XPRBvar)); for (s = 0; s<NSHARES; s++) { frac[s] = XPRBnewvar(prob, XPRB_PL, "frac", 0, MAXVAL); buy[s] = XPRBnewvar(prob, XPRB_BV, "buy", 0, 1); } /* Objective: total return */ Return = XPRBnewctr(prob, "Return", XPRB_N); for (s = 0; s<NSHARES; s++) XPRBaddterm(Return, frac[s], RET[s]); XPRBsetobj(prob, Return); /* Set the objective function */ /* allocate memory for all constraints: Risk(1), Cap(1), Num(1), MinReg(NREGIONS), MaxReg(NREGIONS), LimSec(NTYPES), LinkU(NSHARES), LinkL(NSHARES) */ allCtr = (XPRBctr*)malloc(sizeof(XPRBctr)* (3 + 2 * NREGIONS + NTYPES + 2 * NSHARES)); /* init constraint pointers */ Risk = &allCtr[allCtrCount++]; Cap = &allCtr[allCtrCount++]; Num = &allCtr[allCtrCount++]; MinReg = &allCtr[allCtrCount]; allCtrCount += NREGIONS; MaxReg = &allCtr[allCtrCount]; allCtrCount += NREGIONS; LimSec = &allCtr[allCtrCount]; allCtrCount += NTYPES; LinkU = &allCtr[allCtrCount]; allCtrCount += NSHARES; LinkL = &allCtr[allCtrCount]; allCtrCount += NSHARES; /* Limit the percentage of high-risk values */ *Risk = XPRBnewctr(prob, "Risk", XPRB_L); for (s = 0; s<NRISK; s++) XPRBaddterm(*Risk, frac[RISK[s]], 1); XPRBaddterm(*Risk, NULL, MAXRISK); /* Limits on geographical distribution */ for (r = 0; r<NREGIONS; r++) { MinReg[r] = XPRBnewctr(prob, XPRBnewname("MinReg(%s)", REGIONS_n[r]), XPRB_G); MaxReg[r] = XPRBnewctr(prob, XPRBnewname("MaxReg(%s)", REGIONS_n[r]), XPRB_L); for (s = 0; s<NSHARES; s++) if (LOC[r][s]>0) { XPRBaddterm(MinReg[r], frac[s], 1); XPRBaddterm(MaxReg[r], frac[s], 1); } XPRBaddterm(MinReg[r], NULL, MINREG); XPRBaddterm(MaxReg[r], NULL, MAXREG); } /* Diversification across industry sectors */ for (t = 0; t<NTYPES; t++) { LimSec[t] = XPRBnewctr(prob, XPRBnewname("LimSec(%s)", TYPES_n[t]), XPRB_L); for (s = 0; s<NSHARES; s++) if (SEC[t][s]>0) XPRBaddterm(LimSec[t], frac[s], 1); XPRBaddterm(LimSec[t], NULL, MAXSEC); } /* Spend all the capital */ *Cap = XPRBnewctr(prob, "Cap", XPRB_E); for (s = 0; s<NSHARES; s++) XPRBaddterm(*Cap, frac[s], 1); XPRBaddterm(*Cap, NULL, 1); /* Limit the total number of assets */ *Num = XPRBnewctr(prob, "Num", XPRB_L); for (s = 0; s<NSHARES; s++) XPRBaddterm(*Num, buy[s], 1); XPRBaddterm(*Num, NULL, MAXNUM); /* Linking the variables */ for (s = 0; s<NSHARES; s++) { LinkU[s] = XPRBnewctr(prob, XPRBnewname("LinkU(%s)", SHARES_n[s]), XPRB_L); XPRBaddterm(LinkU[s], frac[s], 1); XPRBaddterm(LinkU[s], buy[s], -MAXVAL); LinkL[s] = XPRBnewctr(prob, XPRBnewname("LinkL(%s)", SHARES_n[s]), XPRB_G); XPRBaddterm(LinkL[s], frac[s], 1); XPRBaddterm(LinkL[s], buy[s], -MINVAL); } /* Solve the problem (LP) */ XPRBsetmsglevel(prob, 1); XPRBsetsense(prob, XPRB_MAXIM); XPRBlpoptimize(prob, ""); if (XPRBgetlpstat(prob) == XPRB_LP_INFEAS) { char *rstat[] = { "relaxed optimum found", "relaxed problem infeasible", "relaxed problem unbounded", "solution nonoptimal for original objective", "error", "numerical instability" }; double *lrp, *grp; /* Selectors for LEG / GEQ constraints */ double *lbp, *ubp; /* Selector for lower / upper bounds on vars */ double delta; int ncol, nrow, repstatus; XPRSprob op; printf("LP infeasible. Start infeasibility repair.\n"); op = XPRBgetXPRSprob(prob); /* Retrieve the Optimizer problem */ /* Must use the weighted infeasibility repair method since only some constraints of each type may be relaxed */ /* lrp: (affects = and <= rows) ax - aux_var = b ax - aux_var <= b grp: (affects = and >= rows) ax + aux_var = b ax + aux_var >= b lbp: x_i + aux_var >= l ubp: x_i - aux_var <= u */ XPRSgetintattrib(op, XPRS_ORIGINALCOLS, &ncol); XPRSgetintattrib(op, XPRS_ORIGINALROWS, &nrow); lrp = (double *)calloc(nrow, sizeof(double)); grp = (double *)calloc(nrow, sizeof(double)); lbp = (double *)calloc(ncol, sizeof(double)); ubp = (double *)calloc(ncol, sizeof(double)); lrp[XPRBgetrownum(*Risk)] = 1; for (r = 0; r<NREGIONS; r++) lrp[XPRBgetrownum(MaxReg[r])] = 1; for (t = 0; t<NTYPES; t++) lrp[XPRBgetrownum(LimSec[t])] = 1; lrp[XPRBgetrownum(*Num)] = 1; for (r = 0; r<NREGIONS; r++) grp[XPRBgetrownum(MinReg[r])] = 1; for (delta = 0.001; delta < 10; delta *= 10) { XPRSrepairweightedinfeas(op, &repstatus, lrp, grp, lbp, ubp, 'r', delta, ""); printf("delta = %g: Status: %s\n", delta, rstat[repstatus]); if (repstatus == 0) { XPRBsync(prob, XPRB_XPRS_SOLMIP); print_sol_opt(); print_violated(); } } free(lrp); free(grp); free(lbp); free(ubp); } return 0; } /**************************Solution printing****************************/ void print_sol_opt(void) { int s; printf(" Total return: %g\n", XPRBgetobjval(prob)); for (s = 0; s<NSHARES; s++) if (XPRBgetsol(buy[s]) > 0.5) printf(" %s : %g%% (%g)\n", SHARES_n[s], XPRBgetsol(frac[s])*100, XPRBgetsol(buy[s])); } void print_violated(void) { int i; char *type=NULL; printf(" Violated (relaxed) constraints:\n"); for (i = 0; i < allCtrCount; i++) { double viol, slack = XPRBgetslack(allCtr[i]); switch (XPRBgetctrtype(allCtr[i])) { case XPRB_E: viol = fabs(slack); type = " ="; break; case XPRB_G: viol = slack; type = ">="; break; case XPRB_L: viol = -slack; type = "<="; break; default: printf(" unexpected constraint type\n"); continue; } if (viol>1e-6) printf(" %s constraint %s by %g\n", type, XPRBgetctrname(allCtr[i]), -slack); } } | |||||||||
© Copyright 2024 Fair Isaac Corporation. |