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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.java /******************************************************** * Xpress-BCL Java Example Problems * ================================ * * file foliorep.java * `````````````````` * Modeling a MIP problem * to perform portfolio optimization. * * Same model as in foliomip3.java. * -- Infeasible model parameter values -- * -- Retrieving IIS -- * * (c) 2009-2024 Fair Isaac Corporation * author: S.Heipcke, June 2009, rev. Nov. 2014 ********************************************************/ import com.dashoptimization.*; import java.io.*; import java.util.*; public class foliorep { static final String DATAFILE = "folio10.cdat"; static final int MAXNUM = 4; /* Max. number of different assets */ static final double MAXRISK = 1.0 / 3; /* Max. investment into high-risk values */ static final double MINREG = 0.3; /* Min. investment per geogr. region */ static final double MAXREG = 0.5; /* Max. investment per geogr. region */ static final double MAXSEC = 0.15; /* Max. investment per ind. sector */ static final double MAXVAL = 0.2; /* Max. investment per share */ static final double MINVAL = 0.1; /* Min. investment per share */ static int NSHARES; /* Number of shares */ static int NRISK; /* Number of high-risk shares */ static int NREGIONS; /* Number of geographical regions */ static int NTYPES; /* Number of share types */ static double[] RET; /* Estimated return in investment */ static int[] RISK; /* High-risk values among shares */ static boolean LOC[][]; /* Geogr. region of shares */ static boolean SEC[][]; /* Industry sector of shares */ static String SHARES_n[]; static String REGIONS_n[]; static String TYPES_n[]; static XPRBvar[] frac; /* Fraction of capital used per share */ static XPRBvar[] buy; /* 1 if asset is in portfolio, 0 otherwise */ public static void main(String[] args) throws IOException { try { readData(); /* Read data from file */ } catch (IOException e) { System.err.println(e.getMessage()); System.exit(1); } try (XPRBprob p = new XPRBprob("FolioMIP3inf"); /* Initialize BCL and create a new problem */ XPRBexprContext context = new XPRBexprContext(); /* Release XPRBexpr instances at end of block. */ XPRS xprs = new XPRS()) { /* Initialize Xpress-Optimizer */ int s, t, r; XPRBexpr LinkL, LinkU, le, le2; XPRBctr Risk, Return, Cap, Num; XPRBctr[] MinReg, MaxReg, LimSec; ArrayList<XPRBctr> AllCtrs = new ArrayList<XPRBctr>(); /* Array of ctrs that will be allowed to be relaxed */ /* Create the decision variables */ frac = new XPRBvar[NSHARES]; buy = new XPRBvar[NSHARES]; for (s = 0; s < NSHARES; s++) { frac[s] = p.newVar("frac_" + SHARES_n[s], XPRB.PL, 0, MAXVAL); buy[s] = p.newVar("buy_" + SHARES_n[s], XPRB.BV); } /* Objective: total return */ le = new XPRBexpr(); for (s = 0; s < NSHARES; s++) le.add(frac[s].mul(RET[s])); Return = p.newCtr("Return", le); p.setObj(le); /* Set the objective function */ /* Limit the percentage of high-risk values */ le = new XPRBexpr(); for (s = 0; s < NRISK; s++) le.add(frac[RISK[s]]); AllCtrs.add(Risk = p.newCtr("Risk", le.lEql(MAXRISK))); /* Limits on geographical distribution */ MinReg = new XPRBctr[NREGIONS]; MaxReg = new XPRBctr[NREGIONS]; for (r = 0; r < NREGIONS; r++) { le = new XPRBexpr(); le2 = new XPRBexpr(); for (s = 0; s < NSHARES; s++) if (LOC[r][s]) { le.add(frac[s]); le2.add(frac[s]); } AllCtrs.add(MinReg[r] = p.newCtr("MinReg(" + REGIONS_n[r] + ")", le.gEql(MINREG))); AllCtrs.add(MaxReg[r] = p.newCtr("MaxReg(" + REGIONS_n[r] + ")", le2.lEql(MAXREG))); } /* Diversification across industry sectors */ LimSec = new XPRBctr[NTYPES]; for (t = 0; t < NTYPES; t++) { le = new XPRBexpr(); for (s = 0; s < NSHARES; s++) if (SEC[t][s]) le.add(frac[s]); AllCtrs.add(LimSec[t] = p.newCtr("LimSec(" + TYPES_n[t] + ")", le.lEql(MAXSEC))); } /* Spend all the capital */ le = new XPRBexpr(); for (s = 0; s < NSHARES; s++) le.add(frac[s]); Cap = p.newCtr("Cap", le.eql(1)); /* Limit the total number of assets */ le = new XPRBexpr(); for (s = 0; s < NSHARES; s++) le.add(buy[s]); AllCtrs.add(Num = p.newCtr("Num", le.lEql(MAXNUM))); /* Linking the variables */ for (s = 0; s < NSHARES; s++) p.newCtr(frac[s].lEql(buy[s].mul(MAXVAL))); for (s = 0; s < NSHARES; s++) p.newCtr(frac[s].gEql(buy[s].mul(MINVAL))); /* Solve the problem (LP) */ p.setMsgLevel(1); p.setSense(XPRB.MAXIM); p.lpOptimize(""); if (p.getLPStat() == XPRB.LP_INFEAS) { System.out.println("LP infeasible. Start infeasibility repair."); XPRSprob op = p.getXPRSprob(); /* 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 */ int nrow, ncol; double[] lrp, grp, lbp, ubp; ncol = op.getIntAttrib(XPRS.ORIGINALCOLS); nrow = op.getIntAttrib(XPRS.ORIGINALROWS); lrp = new double[nrow]; grp = new double[nrow]; lbp = new double[ncol]; ubp = new double[ncol]; lrp[Risk.getRowNum()] = 1; for (r = 0; r < NREGIONS; r++) lrp[MaxReg[r].getRowNum()] = 1; for (t = 0; t < NTYPES; t++) lrp[LimSec[t].getRowNum()] = 1; lrp[Num.getRowNum()] = 1; for (r = 0; r < NREGIONS; r++) grp[MinReg[r].getRowNum()] = 1; String rstat[] = { "relaxed optimum found", "relaxed problem infeasible", "relaxed problem unbounded", "solution nonoptimal for original objective", "error", "numerical instability" }; IntHolder repstatus = new IntHolder(); for (double delta = 0.001; delta < 10; delta *= 10) { op.repairWeightedInfeas(repstatus, lrp, grp, lbp, ubp, 'd', delta, ""); System.out.println("delta = " + delta + ": Status: " + rstat[repstatus.value]); if (repstatus.value == 0) { p.sync(XPRB.XPRS_SOLMIP); print_sol_opt(p); print_violated(AllCtrs); } System.out.println(); } } } } /**************************Solution printing****************************/ static void print_sol_opt(XPRBprob p) { System.out.println(" Total return: " + p.getObjVal()); for (int s = 0; s < NSHARES; s++) if (buy[s].getSol() > 0.5) System.out.printf( " %s: %g%% (%g)\n", SHARES_n[s], frac[s].getSol() * 100, buy[s].getSol()); } static void print_violated(ArrayList<XPRBctr> ctrs) { System.out.println(" Violated (relaxed) constraints:"); for (XPRBctr c : ctrs) { String type; double viol, slack = c.getSlack(); switch (c.getType()) { case XPRB.E: viol = Math.abs(slack); type = " ="; break; case XPRB.G: viol = slack; type = ">="; break; case XPRB.L: viol = -slack; type = "<="; break; default: System.out.println(" unexpected constraint type"); continue; } if (viol > 1e-6) System.out.printf(" %s constraint %s by %g\n", type, c.getName(), -slack); } } /***********************Data input routines***************************/ /***************************/ /* Input a list of strings */ /***************************/ private static String[] read_str_list(StreamTokenizer st) throws IOException { LinkedList<String> l = new LinkedList<String>(); st.nextToken(); /* Skip ':' */ while (st.nextToken() == st.TT_WORD) { l.addLast(st.sval); } String a[] = new String[l.size()]; l.toArray(a); return a; } /************************/ /* Input a list of ints */ /************************/ private static int[] read_int_list(StreamTokenizer st) throws IOException { LinkedList<Integer> l = new LinkedList<Integer>(); st.nextToken(); /* Skip ':' */ while (st.nextToken() == st.TT_NUMBER) { l.addLast((int) st.nval); } int a[] = new int[l.size()]; for (int i = 0; i < l.size(); i++) a[i] = ((Integer) l.get(i)).intValue(); return a; } /****************************/ /* Input a table of doubles */ /****************************/ private static void read_dbl_table(StreamTokenizer st, double tbl[]) throws IOException { int n = 0; st.nextToken(); /* Skip ':' */ while (st.nextToken() == st.TT_NUMBER) { tbl[n++] = st.nval; } } /************************************/ /* Input a sparse table of booleans */ /************************************/ private static boolean[][] read_bool_table(StreamTokenizer st, int nrow, int ncol) throws IOException { int i; boolean tbl[][] = new boolean[nrow][ncol]; st.nextToken(); /* Skip ':' */ for (int r = 0; r < nrow; r++) { while (st.nextToken() == st.TT_NUMBER) tbl[r][(int) st.nval] = true; } return tbl; } private static void readData() throws IOException { int s; FileReader datafile = null; StreamTokenizer st = null; datafile = new FileReader(DATAFILE); /* Open the data file */ st = new StreamTokenizer(datafile); /* Initialize the stream tokenizer */ st.commentChar('!'); /* Use the character '!' for comments */ st.eolIsSignificant(false); /* Return end-of-line character */ st.parseNumbers(); /* Read numbers as numbers (not strings) */ while (st.nextToken() == st.TT_WORD) { if (st.sval.equals("SHARES") && NSHARES == 0) { SHARES_n = read_str_list(st); NSHARES = SHARES_n.length; } else if (st.sval.equals("REGIONS") && NREGIONS == 0) { REGIONS_n = read_str_list(st); NREGIONS = REGIONS_n.length; } else if (st.sval.equals("TYPES") && NTYPES == 0) { TYPES_n = read_str_list(st); NTYPES = TYPES_n.length; } else if (st.sval.equals("RISK") && NRISK == 0) { RISK = read_int_list(st); NRISK = RISK.length; } else if (st.sval.equals("RET") && NSHARES > 0) { RET = new double[NSHARES]; read_dbl_table(st, RET); } else if (st.sval.equals("LOC") && NSHARES > 0 && NREGIONS > 0) LOC = read_bool_table(st, NREGIONS, NSHARES); else if (st.sval.equals("SEC") && NSHARES > 0 && NTYPES > 0) SEC = read_bool_table(st, NTYPES, NSHARES); else break; } /* for(int i=0;i<NREGIONS;i++) { for(int j=0;j<NSHARES;j++) System.out.print(" "+LOC[i][j]); System.out.println(); } */ datafile.close(); } } | |||||||||
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