#region Translated by Jose Antonio De Santiago-Castillo. //Translated by Jose Antonio De Santiago-Castillo. //E-mail:JAntonioDeSantiago@gmail.com //Website: www.DotNumerics.com // //Fortran to C# Translation. //Translated by: //F2CSharp Version 0.72 (Dicember 7, 2009) //Code Optimizations: , assignment operator, for-loop: array indexes // #endregion using System; using DotNumerics.FortranLibrary; namespace DotNumerics.Optimization.LBFGSB { public class FORMK { #region Dependencies DCOPY _dcopy; DPOFA _dpofa; DTRSL _dtrsl; DDOT _ddot; #endregion #region Variables const double ONE = 1.0E0; const double ZERO = 0.0E0; #endregion public FORMK(DCOPY dcopy, DPOFA dpofa, DTRSL dtrsl, DDOT ddot) { #region Set Dependencies this._dcopy = dcopy; this._dpofa = dpofa; this._dtrsl = dtrsl; this._ddot = ddot; #endregion } public FORMK() { #region Dependencies (Initialization) DCOPY dcopy = new DCOPY(); DDOT ddot = new DDOT(); DAXPY daxpy = new DAXPY(); DPOFA dpofa = new DPOFA(ddot); DTRSL dtrsl = new DTRSL(ddot, daxpy); #endregion #region Set Dependencies this._dcopy = dcopy; this._dpofa = dpofa; this._dtrsl = dtrsl; this._ddot = ddot; #endregion } /// /// is an integer variable. /// On entry n is the dimension of the problem. /// On exit n is unchanged. /// /// /// is an integer variable /// On entry nsub is the number of subspace variables in free set. /// On exit nsub is not changed. /// /// /// is an integer array of dimension nsub. /// On entry ind specifies the indices of subspace variables. /// On exit ind is unchanged. /// /// /// is an integer variable. /// On entry nenter is the number of variables entering the /// free set. /// On exit nenter is unchanged. /// /// /// is an integer variable. /// On entry indx2(ileave),...,indx2(n) are the variables leaving /// the free set. /// On exit ileave is unchanged. /// /// /// is an integer array of dimension n. /// On entry indx2(1),...,indx2(nenter) are the variables entering /// the free set, while indx2(ileave),...,indx2(n) are the /// variables leaving the free set. /// On exit indx2 is unchanged. /// /// /// is an integer variable. /// On entry iupdat is the total number of BFGS updates made so far. /// On exit iupdat is unchanged. /// /// /// is a logical variable. /// On entry 'updatd' is true if the L-BFGS matrix is updatd. /// On exit 'updatd' is unchanged. /// /// /// is a double precision array of dimension 2m x 2m. /// On entry wn is unspecified. /// On exit the upper triangle of wn stores the LEL^T factorization /// of the 2*col x 2*col indefinite matrix /// [-D -Y'ZZ'Y/theta L_a'-R_z' ] /// [L_a -R_z theta*S'AA'S ] /// /// /// is a double precision array of dimension 2m x 2m. /// On entry wn1 stores the lower triangular part of /// [Y' ZZ'Y L_a'+R_z'] /// [L_a+R_z S'AA'S ] /// in the previous iteration. /// On exit wn1 stores the corresponding updated matrices. /// The purpose of wn1 is just to store these inner products /// so they can be easily updated and inserted into wn. /// /// /// is an integer variable. /// On entry m is the maximum number of variable metric corrections /// used to define the limited memory matrix. /// On exit m is unchanged. /// /// /// is a double precision variable; /// /// /// is an integer variable; /// /// /// is an integer variable. /// On entry they store the information defining the /// limited memory BFGS matrix: /// ws(n,m) stores S, a set of s-vectors; /// wy(n,m) stores Y, a set of y-vectors; /// sy(m,m) stores S'Y; /// wtyy(m,m) stores the Cholesky factorization /// of (theta*S'S+LD^(-1)L') /// theta is the scaling factor specifying B_0 = theta I; /// col is the number of variable metric corrections stored; /// head is the location of the 1st s- (or y-) vector in S (or Y). /// On exit they are unchanged. /// /// /// is an integer variable. /// On entry info is unspecified. /// On exit info = 0 for normal return; /// = -1 when the 1st Cholesky factorization failed; /// = -2 when the 2st Cholesky factorization failed. /// public void Run(int N, int NSUB, int[] IND, int offset_ind, int NENTER, int ILEAVE, int[] INDX2, int offset_indx2 , int IUPDAT, bool UPDATD, ref double[] WN, int offset_wn, ref double[] WN1, int offset_wn1, int M, double[] WS, int offset_ws , double[] WY, int offset_wy, double[] SY, int offset_sy, double THETA, int COL, int HEAD, ref int INFO) { #region Variables int M2 = 0; int IPNTR = 0; int JPNTR = 0; int IY = 0; int IS = 0; int JY = 0; int JS = 0; int IS1 = 0; int JS1 = 0; int K1 = 0;int I = 0; int K = 0; int COL2 = 0; int PBEGIN = 0; int PEND = 0; int DBEGIN = 0; int DEND = 0; int UPCL = 0;double TEMP1 = 0; double TEMP2 = 0; double TEMP3 = 0; double TEMP4 = 0; #endregion #region Implicit Variables int WN_IY = 0; int WN_IS = 0; #endregion #region Array Index Correction int o_ind = -1 + offset_ind; int o_indx2 = -1 + offset_indx2; int o_wn = -1 - (2*M) + offset_wn; int o_wn1 = -1 - (2*M) + offset_wn1; int o_ws = -1 - N + offset_ws; int o_wy = -1 - N + offset_wy; int o_sy = -1 - M + offset_sy; #endregion #region Prolog // c ************ // c // c Subroutine formk // c // c This subroutine forms the LEL^T factorization of the indefinite // c // c matrix K = [-D -Y'ZZ'Y/theta L_a'-R_z' ] // c [L_a -R_z theta*S'AA'S ] // c where E = [-I 0] // c [ 0 I] // c The matrix K can be shown to be equal to the matrix M^[-1]N // c occurring in section 5.1 of [1], as well as to the matrix // c Mbar^[-1] Nbar in section 5.3. // c // c n is an integer variable. // c On entry n is the dimension of the problem. // c On exit n is unchanged. // c // c nsub is an integer variable // c On entry nsub is the number of subspace variables in free set. // c On exit nsub is not changed. // c // c ind is an integer array of dimension nsub. // c On entry ind specifies the indices of subspace variables. // c On exit ind is unchanged. // c // c nenter is an integer variable. // c On entry nenter is the number of variables entering the // c free set. // c On exit nenter is unchanged. // c // c ileave is an integer variable. // c On entry indx2(ileave),...,indx2(n) are the variables leaving // c the free set. // c On exit ileave is unchanged. // c // c indx2 is an integer array of dimension n. // c On entry indx2(1),...,indx2(nenter) are the variables entering // c the free set, while indx2(ileave),...,indx2(n) are the // c variables leaving the free set. // c On exit indx2 is unchanged. // c // c iupdat is an integer variable. // c On entry iupdat is the total number of BFGS updates made so far. // c On exit iupdat is unchanged. // c // c updatd is a logical variable. // c On entry 'updatd' is true if the L-BFGS matrix is updatd. // c On exit 'updatd' is unchanged. // c // c wn is a double precision array of dimension 2m x 2m. // c On entry wn is unspecified. // c On exit the upper triangle of wn stores the LEL^T factorization // c of the 2*col x 2*col indefinite matrix // c [-D -Y'ZZ'Y/theta L_a'-R_z' ] // c [L_a -R_z theta*S'AA'S ] // c // c wn1 is a double precision array of dimension 2m x 2m. // c On entry wn1 stores the lower triangular part of // c [Y' ZZ'Y L_a'+R_z'] // c [L_a+R_z S'AA'S ] // c in the previous iteration. // c On exit wn1 stores the corresponding updated matrices. // c The purpose of wn1 is just to store these inner products // c so they can be easily updated and inserted into wn. // c // c m is an integer variable. // c On entry m is the maximum number of variable metric corrections // c used to define the limited memory matrix. // c On exit m is unchanged. // c // c ws, wy, sy, and wtyy are double precision arrays; // c theta is a double precision variable; // c col is an integer variable; // c head is an integer variable. // c On entry they store the information defining the // c limited memory BFGS matrix: // c ws(n,m) stores S, a set of s-vectors; // c wy(n,m) stores Y, a set of y-vectors; // c sy(m,m) stores S'Y; // c wtyy(m,m) stores the Cholesky factorization // c of (theta*S'S+LD^(-1)L') // c theta is the scaling factor specifying B_0 = theta I; // c col is the number of variable metric corrections stored; // c head is the location of the 1st s- (or y-) vector in S (or Y). // c On exit they are unchanged. // c // c info is an integer variable. // c On entry info is unspecified. // c On exit info = 0 for normal return; // c = -1 when the 1st Cholesky factorization failed; // c = -2 when the 2st Cholesky factorization failed. // c // c Subprograms called: // c // c Linpack ... dcopy, dpofa, dtrsl. // c // c // c References: // c [1] R. H. Byrd, P. Lu, J. Nocedal and C. Zhu, ``A limited // c memory algorithm for bound constrained optimization'', // c SIAM J. Scientific Computing 16 (1995), no. 5, pp. 1190--1208. // c // c [2] C. Zhu, R.H. Byrd, P. Lu, J. Nocedal, ``L-BFGS-B: a // c limited memory FORTRAN code for solving bound constrained // c optimization problems'', Tech. Report, NAM-11, EECS Department, // c Northwestern University, 1994. // c // c (Postscript files of these papers are available via anonymous // c ftp to eecs.nwu.edu in the directory pub/lbfgs/lbfgs_bcm.) // c // c * * * // c // c NEOS, November 1994. (Latest revision June 1996.) // c Optimization Technology Center. // c Argonne National Laboratory and Northwestern University. // c Written by // c Ciyou Zhu // c in collaboration with R.H. Byrd, P. Lu-Chen and J. Nocedal. // c // c // c ************ // c Form the lower triangular part of // c WN1 = [Y' ZZ'Y L_a'+R_z'] // c [L_a+R_z S'AA'S ] // c where L_a is the strictly lower triangular part of S'AA'Y // c R_z is the upper triangular part of S'ZZ'Y. #endregion #region Body if (UPDATD) { if (IUPDAT > M) { // c shift old part of WN1. for (JY = 1; JY <= M - 1; JY++) { JS = M + JY; this._dcopy.Run(M - JY, WN1, JY + 1+(JY + 1) * (2*M) + o_wn1, 1, ref WN1, JY+JY * (2*M) + o_wn1, 1); this._dcopy.Run(M - JY, WN1, JS + 1+(JS + 1) * (2*M) + o_wn1, 1, ref WN1, JS+JS * (2*M) + o_wn1, 1); this._dcopy.Run(M - 1, WN1, M + 2+(JY + 1) * (2*M) + o_wn1, 1, ref WN1, M + 1+JY * (2*M) + o_wn1, 1); } } // c put new rows in blocks (1,1), (2,1) and (2,2). PBEGIN = 1; PEND = NSUB; DBEGIN = NSUB + 1; DEND = N; IY = COL; IS = M + COL; IPNTR = HEAD + COL - 1; if (IPNTR > M) IPNTR -= M; JPNTR = HEAD; for (JY = 1; JY <= COL; JY++) { JS = M + JY; TEMP1 = ZERO; TEMP2 = ZERO; TEMP3 = ZERO; // c compute element jy of row 'col' of Y'ZZ'Y for (K = PBEGIN; K <= PEND; K++) { K1 = IND[K + o_ind]; TEMP1 += WY[K1+IPNTR * N + o_wy] * WY[K1+JPNTR * N + o_wy]; } // c compute elements jy of row 'col' of L_a and S'AA'S for (K = DBEGIN; K <= DEND; K++) { K1 = IND[K + o_ind]; TEMP2 += WS[K1+IPNTR * N + o_ws] * WS[K1+JPNTR * N + o_ws]; TEMP3 += WS[K1+IPNTR * N + o_ws] * WY[K1+JPNTR * N + o_wy]; } WN1[IY+JY * (2*M) + o_wn1] = TEMP1; WN1[IS+JS * (2*M) + o_wn1] = TEMP2; WN1[IS+JY * (2*M) + o_wn1] = TEMP3; JPNTR = FortranLib.Mod(JPNTR,M) + 1; } // c put new column in block (2,1). JY = COL; JPNTR = HEAD + COL - 1; if (JPNTR > M) JPNTR -= M; IPNTR = HEAD; for (I = 1; I <= COL; I++) { IS = M + I; TEMP3 = ZERO; // c compute element i of column 'col' of R_z for (K = PBEGIN; K <= PEND; K++) { K1 = IND[K + o_ind]; TEMP3 += WS[K1+IPNTR * N + o_ws] * WY[K1+JPNTR * N + o_wy]; } IPNTR = FortranLib.Mod(IPNTR,M) + 1; WN1[IS+JY * (2*M) + o_wn1] = TEMP3; } UPCL = COL - 1; } else { UPCL = COL; } // c modify the old parts in blocks (1,1) and (2,2) due to changes // c in the set of free variables. IPNTR = HEAD; for (IY = 1; IY <= UPCL; IY++) { IS = M + IY; JPNTR = HEAD; for (JY = 1; JY <= IY; JY++) { JS = M + JY; TEMP1 = ZERO; TEMP2 = ZERO; TEMP3 = ZERO; TEMP4 = ZERO; for (K = 1; K <= NENTER; K++) { K1 = INDX2[K + o_indx2]; TEMP1 += WY[K1+IPNTR * N + o_wy] * WY[K1+JPNTR * N + o_wy]; TEMP2 += WS[K1+IPNTR * N + o_ws] * WS[K1+JPNTR * N + o_ws]; } for (K = ILEAVE; K <= N; K++) { K1 = INDX2[K + o_indx2]; TEMP3 += WY[K1+IPNTR * N + o_wy] * WY[K1+JPNTR * N + o_wy]; TEMP4 += WS[K1+IPNTR * N + o_ws] * WS[K1+JPNTR * N + o_ws]; } WN1[IY+JY * (2*M) + o_wn1] += TEMP1 - TEMP3; WN1[IS+JS * (2*M) + o_wn1] += - TEMP2 + TEMP4; JPNTR = FortranLib.Mod(JPNTR,M) + 1; } IPNTR = FortranLib.Mod(IPNTR,M) + 1; } // c modify the old parts in block (2,1). IPNTR = HEAD; for (IS = M + 1; IS <= M + UPCL; IS++) { JPNTR = HEAD; for (JY = 1; JY <= UPCL; JY++) { TEMP1 = ZERO; TEMP3 = ZERO; for (K = 1; K <= NENTER; K++) { K1 = INDX2[K + o_indx2]; TEMP1 += WS[K1+IPNTR * N + o_ws] * WY[K1+JPNTR * N + o_wy]; } for (K = ILEAVE; K <= N; K++) { K1 = INDX2[K + o_indx2]; TEMP3 += WS[K1+IPNTR * N + o_ws] * WY[K1+JPNTR * N + o_wy]; } if (IS <= JY + M) { WN1[IS+JY * (2*M) + o_wn1] += TEMP1 - TEMP3; } else { WN1[IS+JY * (2*M) + o_wn1] += - TEMP1 + TEMP3; } JPNTR = FortranLib.Mod(JPNTR,M) + 1; } IPNTR = FortranLib.Mod(IPNTR,M) + 1; } // c Form the upper triangle of WN = [D+Y' ZZ'Y/theta -L_a'+R_z' ] // c [-L_a +R_z S'AA'S*theta] M2 = 2 * M; for (IY = 1; IY <= COL; IY++) { IS = COL + IY; IS1 = M + IY; WN_IY = IY * (2*M) + o_wn; for (JY = 1; JY <= IY; JY++) { JS = COL + JY; JS1 = M + JY; WN[JY + WN_IY] = WN1[IY+JY * (2*M) + o_wn1] / THETA; WN[JS+IS * (2*M) + o_wn] = WN1[IS1+JS1 * (2*M) + o_wn1] * THETA; } WN_IS = IS * (2*M) + o_wn; for (JY = 1; JY <= IY - 1; JY++) { WN[JY + WN_IS] = - WN1[IS1+JY * (2*M) + o_wn1]; } WN_IS = IS * (2*M) + o_wn; for (JY = IY; JY <= COL; JY++) { WN[JY + WN_IS] = WN1[IS1+JY * (2*M) + o_wn1]; } WN[IY+IY * (2*M) + o_wn] += SY[IY+IY * M + o_sy]; } // c Form the upper triangle of WN= [ LL' L^-1(-L_a'+R_z')] // c [(-L_a +R_z)L'^-1 S'AA'S*theta ] // c first Cholesky factor (1,1) block of wn to get LL' // c with L' stored in the upper triangle of wn. this._dpofa.Run(ref WN, offset_wn, M2, COL, ref INFO); if (INFO != 0) { INFO = - 1; return; } // c then form L^-1(-L_a'+R_z') in the (1,2) block. COL2 = 2 * COL; for (JS = COL + 1; JS <= COL2; JS++) { this._dtrsl.Run(WN, offset_wn, M2, COL, ref WN, 1+JS * (2*M) + o_wn, 11, ref INFO); } // c Form S'AA'S*theta + (L^-1(-L_a'+R_z'))'L^-1(-L_a'+R_z') in the // c upper triangle of (2,2) block of wn. for (IS = COL + 1; IS <= COL2; IS++) { for (JS = IS; JS <= COL2; JS++) { WN[IS+JS * (2*M) + o_wn] += this._ddot.Run(COL, WN, 1+IS * (2*M) + o_wn, 1, WN, 1+JS * (2*M) + o_wn, 1); } } // c Cholesky factorization of (2,2) block of wn. this._dpofa.Run(ref WN, COL + 1+(COL + 1) * (2*M) + o_wn, M2, COL, ref INFO); if (INFO != 0) { INFO = - 2; return; } return; #endregion } } // c======================= The end of formk ============================== }