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