| [0b990d] | 1 | // | 
|---|
|  | 2 | // dfp.cc | 
|---|
|  | 3 | // | 
|---|
|  | 4 | // Copyright (C) 1996 Limit Point Systems, Inc. | 
|---|
|  | 5 | // | 
|---|
|  | 6 | // Author: Edward Seidl <seidl@janed.com> | 
|---|
|  | 7 | // Maintainer: LPS | 
|---|
|  | 8 | // | 
|---|
|  | 9 | // This file is part of the SC Toolkit. | 
|---|
|  | 10 | // | 
|---|
|  | 11 | // The SC Toolkit is free software; you can redistribute it and/or modify | 
|---|
|  | 12 | // it under the terms of the GNU Library General Public License as published by | 
|---|
|  | 13 | // the Free Software Foundation; either version 2, or (at your option) | 
|---|
|  | 14 | // any later version. | 
|---|
|  | 15 | // | 
|---|
|  | 16 | // The SC Toolkit is distributed in the hope that it will be useful, | 
|---|
|  | 17 | // but WITHOUT ANY WARRANTY; without even the implied warranty of | 
|---|
|  | 18 | // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | 
|---|
|  | 19 | // GNU Library General Public License for more details. | 
|---|
|  | 20 | // | 
|---|
|  | 21 | // You should have received a copy of the GNU Library General Public License | 
|---|
|  | 22 | // along with the SC Toolkit; see the file COPYING.LIB.  If not, write to | 
|---|
|  | 23 | // the Free Software Foundation, 675 Mass Ave, Cambridge, MA 02139, USA. | 
|---|
|  | 24 | // | 
|---|
|  | 25 | // The U.S. Government is granted a limited license as per AL 91-7. | 
|---|
|  | 26 | // | 
|---|
|  | 27 |  | 
|---|
|  | 28 | #include <math.h> | 
|---|
|  | 29 |  | 
|---|
|  | 30 | #include <util/state/stateio.h> | 
|---|
|  | 31 | #include <math/optimize/update.h> | 
|---|
|  | 32 | #include <math/optimize/transform.h> | 
|---|
|  | 33 | #include <util/keyval/keyval.h> | 
|---|
|  | 34 |  | 
|---|
|  | 35 | using namespace sc; | 
|---|
|  | 36 |  | 
|---|
|  | 37 | ///////////////////////////////////////////////////////////////////////// | 
|---|
|  | 38 | // DFPUpdate | 
|---|
|  | 39 |  | 
|---|
|  | 40 | static ClassDesc DFPUpdate_cd( | 
|---|
|  | 41 | typeid(DFPUpdate),"DFPUpdate",1,"public HessianUpdate", | 
|---|
|  | 42 | create<DFPUpdate>, create<DFPUpdate>, create<DFPUpdate>); | 
|---|
|  | 43 |  | 
|---|
|  | 44 | DFPUpdate::DFPUpdate() | 
|---|
|  | 45 | { | 
|---|
|  | 46 | } | 
|---|
|  | 47 |  | 
|---|
|  | 48 | DFPUpdate::DFPUpdate(const Ref<KeyVal>&keyval): | 
|---|
|  | 49 | HessianUpdate(keyval) | 
|---|
|  | 50 | { | 
|---|
|  | 51 | if (keyval->exists("xprev") && keyval->exists("gprev")) { | 
|---|
|  | 52 | Ref<SCMatrixKit> k = SCMatrixKit::default_matrixkit(); | 
|---|
|  | 53 | RefSCDimension dim = new SCDimension(keyval->count("xprev")); | 
|---|
|  | 54 | xprev = k->vector(dim); | 
|---|
|  | 55 | gprev = k->vector(dim); | 
|---|
|  | 56 | for (int i=0; i<dim.n(); i++) { | 
|---|
|  | 57 | xprev(i) = keyval->doublevalue("xprev",i); | 
|---|
|  | 58 | gprev(i) = keyval->doublevalue("gprev",i); | 
|---|
|  | 59 | } | 
|---|
|  | 60 | } | 
|---|
|  | 61 | } | 
|---|
|  | 62 |  | 
|---|
|  | 63 | DFPUpdate::DFPUpdate(StateIn&s): | 
|---|
|  | 64 | SavableState(s), | 
|---|
|  | 65 | HessianUpdate(s) | 
|---|
|  | 66 | { | 
|---|
|  | 67 | Ref<SCMatrixKit> k = SCMatrixKit::default_matrixkit(); | 
|---|
|  | 68 | RefSCDimension dim; | 
|---|
|  | 69 | dim << SavableState::restore_state(s); | 
|---|
|  | 70 | xprev = k->vector(dim); | 
|---|
|  | 71 | gprev = k->vector(dim); | 
|---|
|  | 72 | xprev.restore(s); | 
|---|
|  | 73 | gprev.restore(s); | 
|---|
|  | 74 | } | 
|---|
|  | 75 |  | 
|---|
|  | 76 | DFPUpdate::~DFPUpdate() | 
|---|
|  | 77 | { | 
|---|
|  | 78 | } | 
|---|
|  | 79 |  | 
|---|
|  | 80 | void | 
|---|
|  | 81 | DFPUpdate::save_data_state(StateOut&s) | 
|---|
|  | 82 | { | 
|---|
|  | 83 | HessianUpdate::save_data_state(s); | 
|---|
|  | 84 | SavableState::save_state(xprev.dim().pointer(),s); | 
|---|
|  | 85 | xprev.save(s); | 
|---|
|  | 86 | gprev.save(s); | 
|---|
|  | 87 | } | 
|---|
|  | 88 |  | 
|---|
|  | 89 | void | 
|---|
|  | 90 | DFPUpdate::update(const RefSymmSCMatrix&ihessian,const Ref<Function>&func, | 
|---|
|  | 91 | const RefSCVector&xn,const RefSCVector&gn) | 
|---|
|  | 92 | { | 
|---|
|  | 93 | RefSCVector xnew, gnew; | 
|---|
|  | 94 |  | 
|---|
|  | 95 | // the update for the inverse hessian differs from the update for the | 
|---|
|  | 96 | // hessian in that xdisp and gdisp are exchanged | 
|---|
|  | 97 | if (inverse_hessian_) { | 
|---|
|  | 98 | xnew = xn; | 
|---|
|  | 99 | gnew = gn; | 
|---|
|  | 100 | } else { | 
|---|
|  | 101 | xnew = gn; | 
|---|
|  | 102 | gnew = xn; | 
|---|
|  | 103 | } | 
|---|
|  | 104 |  | 
|---|
|  | 105 | if (xprev.nonnull()) { | 
|---|
|  | 106 | RefSCVector xdisp = xnew-xprev; | 
|---|
|  | 107 | RefSCVector gdisp = gnew-gprev; | 
|---|
|  | 108 | RefSCVector ihessian_gdisp = ihessian * gdisp; | 
|---|
|  | 109 | double gdisp_ihessian_gdisp = ihessian_gdisp.scalar_product(gdisp); | 
|---|
|  | 110 | double xdisp_gdisp = xdisp.scalar_product(gdisp); | 
|---|
|  | 111 | ihessian.accumulate( | 
|---|
|  | 112 | xdisp.symmetric_outer_product()*(1.0/xdisp_gdisp) | 
|---|
|  | 113 | - ihessian_gdisp.symmetric_outer_product()*(1.0/gdisp_ihessian_gdisp) | 
|---|
|  | 114 | ); | 
|---|
|  | 115 | xprev.assign(xnew); | 
|---|
|  | 116 | gprev.assign(gnew); | 
|---|
|  | 117 | } else { | 
|---|
|  | 118 | xprev = xnew.copy(); | 
|---|
|  | 119 | gprev = gnew.copy(); | 
|---|
|  | 120 | } | 
|---|
|  | 121 | } | 
|---|
|  | 122 |  | 
|---|
|  | 123 | void | 
|---|
|  | 124 | DFPUpdate::apply_transform(const Ref<NonlinearTransform>& trans) | 
|---|
|  | 125 | { | 
|---|
|  | 126 | if (trans.null()) return; | 
|---|
|  | 127 | HessianUpdate::apply_transform(trans); | 
|---|
|  | 128 | trans->transform_coordinates(xprev); | 
|---|
|  | 129 | trans->transform_gradient(gprev); | 
|---|
|  | 130 | } | 
|---|
|  | 131 |  | 
|---|
|  | 132 | void | 
|---|
|  | 133 | DFPUpdate::set_inverse(void) | 
|---|
|  | 134 | { | 
|---|
|  | 135 | HessianUpdate::set_inverse(); | 
|---|
|  | 136 | RefSCVector tmp; | 
|---|
|  | 137 | tmp = xprev; | 
|---|
|  | 138 | xprev = gprev; | 
|---|
|  | 139 | gprev = tmp; | 
|---|
|  | 140 | } | 
|---|
|  | 141 |  | 
|---|
|  | 142 | ///////////////////////////////////////////////////////////////////////// | 
|---|
|  | 143 | // BFGSUpdate | 
|---|
|  | 144 |  | 
|---|
|  | 145 | static ClassDesc BFGSUpdate_cd( | 
|---|
|  | 146 | typeid(BFGSUpdate),"BFGSUpdate",1,"public HessianUpdate", | 
|---|
|  | 147 | create<BFGSUpdate>, create<BFGSUpdate>, create<BFGSUpdate>); | 
|---|
|  | 148 |  | 
|---|
|  | 149 | BFGSUpdate::BFGSUpdate() | 
|---|
|  | 150 | { | 
|---|
|  | 151 | } | 
|---|
|  | 152 |  | 
|---|
|  | 153 | BFGSUpdate::BFGSUpdate(const Ref<KeyVal>&keyval): | 
|---|
|  | 154 | DFPUpdate(keyval) | 
|---|
|  | 155 | { | 
|---|
|  | 156 | } | 
|---|
|  | 157 |  | 
|---|
|  | 158 | BFGSUpdate::BFGSUpdate(StateIn&s): | 
|---|
|  | 159 | SavableState(s), | 
|---|
|  | 160 | DFPUpdate(s) | 
|---|
|  | 161 | { | 
|---|
|  | 162 | } | 
|---|
|  | 163 |  | 
|---|
|  | 164 | BFGSUpdate::~BFGSUpdate() | 
|---|
|  | 165 | { | 
|---|
|  | 166 | } | 
|---|
|  | 167 |  | 
|---|
|  | 168 | void | 
|---|
|  | 169 | BFGSUpdate::save_data_state(StateOut&s) | 
|---|
|  | 170 | { | 
|---|
|  | 171 | DFPUpdate::save_data_state(s); | 
|---|
|  | 172 | } | 
|---|
|  | 173 |  | 
|---|
|  | 174 | void | 
|---|
|  | 175 | BFGSUpdate::update(const RefSymmSCMatrix&ihessian,const Ref<Function>&func, | 
|---|
|  | 176 | const RefSCVector&xn,const RefSCVector&gn) | 
|---|
|  | 177 | { | 
|---|
|  | 178 | RefSCVector xnew, gnew; | 
|---|
|  | 179 |  | 
|---|
|  | 180 | // the update for the inverse hessian differs from the update for the | 
|---|
|  | 181 | // hessian in that xdisp and gdisp are exchanged | 
|---|
|  | 182 | if (inverse_hessian_) { | 
|---|
|  | 183 | xnew = xn; | 
|---|
|  | 184 | gnew = gn; | 
|---|
|  | 185 | } else { | 
|---|
|  | 186 | xnew = gn; | 
|---|
|  | 187 | gnew = xn; | 
|---|
|  | 188 | } | 
|---|
|  | 189 |  | 
|---|
|  | 190 | if (xprev.nonnull()) { | 
|---|
|  | 191 | RefSCVector xdisp = xnew-xprev; | 
|---|
|  | 192 | RefSCVector gdisp = gnew-gprev; | 
|---|
|  | 193 | RefSCVector ihessian_gdisp = ihessian * gdisp; | 
|---|
|  | 194 | double gdisp_ihessian_gdisp = ihessian_gdisp.scalar_product(gdisp); | 
|---|
|  | 195 | double xdisp_gdisp = xdisp.scalar_product(gdisp); | 
|---|
|  | 196 | RefSCVector u =   xdisp*(1.0/xdisp_gdisp) | 
|---|
|  | 197 | - ihessian_gdisp*(1.0/gdisp_ihessian_gdisp); | 
|---|
|  | 198 | ihessian.accumulate( | 
|---|
|  | 199 | // DFP part | 
|---|
|  | 200 | xdisp.symmetric_outer_product()*(1.0/xdisp_gdisp) | 
|---|
|  | 201 | - ihessian_gdisp.symmetric_outer_product()*(1.0/gdisp_ihessian_gdisp) | 
|---|
|  | 202 | // BFGS part | 
|---|
|  | 203 | + u.symmetric_outer_product() * gdisp_ihessian_gdisp | 
|---|
|  | 204 | ); | 
|---|
|  | 205 | xprev.assign(xnew); | 
|---|
|  | 206 | gprev.assign(gnew); | 
|---|
|  | 207 | } else { | 
|---|
|  | 208 | xprev = xnew.copy(); | 
|---|
|  | 209 | gprev = gnew.copy(); | 
|---|
|  | 210 | } | 
|---|
|  | 211 | } | 
|---|
|  | 212 |  | 
|---|
|  | 213 | ///////////////////////////////////////////////////////////////////////////// | 
|---|
|  | 214 |  | 
|---|
|  | 215 | // Local Variables: | 
|---|
|  | 216 | // mode: c++ | 
|---|
|  | 217 | // c-file-style: "ETS" | 
|---|
|  | 218 | // End: | 
|---|