[0b990d] | 1 | //
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| 2 | // opt.h
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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: Curtis Janssen <cljanss@limitpt.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 | #ifndef _math_optimize_opt_h
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| 29 | #define _math_optimize_opt_h
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| 30 |
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| 31 | #ifdef __GNUC__
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| 32 | #pragma interface
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| 33 | #endif
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| 34 |
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| 35 | #include <util/state/state.h>
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| 36 | #include <util/class/class.h>
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| 37 | #include <math/scmat/matrix.h>
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| 38 | #include <math/optimize/function.h>
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| 39 | #include <math/optimize/conv.h>
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| 40 |
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| 41 | namespace sc {
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| 42 |
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| 43 | // //////////////////////////////////////////////////////////////////////
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| 44 |
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| 45 | /** The Optimize class is an abstract base class for classes
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| 46 | that find the extreme points of Function's. */
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| 47 | class Optimize: virtual public SavableState {
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| 48 | protected:
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| 49 | int max_iterations_;
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| 50 | int n_iterations_;
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| 51 | int ckpt_;
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| 52 | int print_timings_;
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| 53 | double max_stepsize_;
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| 54 | char *ckpt_file;
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| 55 | Ref<Function> function_;
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| 56 | Ref<Convergence> conv_;
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| 57 | public:
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| 58 | Optimize();
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| 59 | /// Restore the state of a Function object.
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| 60 | Optimize(StateIn&);
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| 61 |
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| 62 | /** The KeyVal constructor reads the following information:
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| 63 |
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| 64 | <dl>
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| 65 |
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| 66 | <dt><tt>checkpoint</tt><dd> If true, the optimization will be
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| 67 | checkpointed. The default is false.
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| 68 |
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| 69 | <dt><tt>checkpoint_file</tt><dd> The name of the checkpoint file.
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| 70 | The name defaults to opt_ckpt.dat.
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| 71 |
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| 72 | <dt><tt>max_iterations</tt><dd> The maximum number of interations.
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| 73 | The default is 10.
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| 74 |
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| 75 | <dt><tt>max_stepsize</tt><dd> The maximum stepsize. The default is
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| 76 | 0.6.
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| 77 |
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| 78 | <dt><tt>function</tt><dd> A Function object. There is no default.
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| 79 |
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| 80 | <dt><tt>convergence</tt><dd> This can be either a floating point
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| 81 | number or a Convergence object. If it is a floating point number
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| 82 | then it is the convergence criterion. See the description
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| 83 | Convergence class for the default.
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| 84 |
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| 85 | </dl> */
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| 86 | Optimize(const Ref<KeyVal>&);
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| 87 | virtual ~Optimize();
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| 88 |
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| 89 | void save_data_state(StateOut&);
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| 90 |
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| 91 | /** Do the optimization. Returns nonzero if the optimization
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| 92 | is complete. */
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| 93 | virtual int optimize();
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| 94 |
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| 95 | /// Set up for checkpointing.
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| 96 | void set_checkpoint();
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| 97 | void set_checkpoint_file(const char*);
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| 98 |
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| 99 | /// Set the function to be optimized
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| 100 | void set_function(const Ref<Function>&);
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| 101 |
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| 102 | /// Set the iteration limit.
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| 103 | void set_max_iterations(int);
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| 104 |
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| 105 | /// Initialize the optimizer.
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| 106 | virtual void init();
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| 107 | /** Take a step. Returns 1 if the optimization has converged,
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| 108 | otherwise 0. */
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| 109 | virtual int update() = 0;
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| 110 |
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| 111 | virtual void apply_transform(const Ref<NonlinearTransform>&);
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| 112 |
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| 113 | /// Returns information about the Function being optimized.
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| 114 | Ref<Function> function() const { return function_; }
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| 115 | Ref<SCMatrixKit> matrixkit() const { return function_->matrixkit(); }
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| 116 | RefSCDimension dimension() const { return function_->dimension(); }
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| 117 |
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| 118 | };
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| 119 |
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| 120 |
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| 121 | /** The LineOpt abstract class is used to perform one dimensional
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| 122 | optimizations.*/
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| 123 | class LineOpt: public Optimize {
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| 124 |
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| 125 | protected:
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| 126 |
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| 127 | double decrease_factor_;
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| 128 | RefSCVector initial_x_;
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| 129 | double initial_value_;
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| 130 | RefSCVector initial_grad_;
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| 131 | RefSCVector search_direction_;
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| 132 | Ref<Function> function_;
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| 133 |
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| 134 | int sufficient_decrease(RefSCVector& step);
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| 135 |
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| 136 | public:
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| 137 |
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| 138 | LineOpt();
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| 139 | LineOpt(StateIn&);
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| 140 | LineOpt(const Ref<KeyVal>&);
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| 141 | ~LineOpt();
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| 142 | void save_data_state(StateOut&);
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| 143 |
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| 144 | /** Initializes the line search object. Argument is a search direction.
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| 145 | * Use of this method assumes the Optimize base class already has a
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| 146 | * function object (got it from a keyval or elsewhere). */
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| 147 | virtual void init(RefSCVector& direction);
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| 148 | /** Initializes the line search object. First argument is a search
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| 149 | * direction, second argument is a function object to optimize.
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| 150 | * Use this method when a function must be passed to the Optimize
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| 151 | * base class. */
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| 152 | virtual void init(RefSCVector& direction, Ref<Function> function);
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| 153 | /// Applies a nonlinear transform.
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| 154 | void apply_transform(const Ref<NonlinearTransform>&);
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| 155 |
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| 156 | /// Returns factor for sufficient decrease test
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| 157 | double decrease_factor() { return decrease_factor_; }
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| 158 | /// Sets factor for sufficient decrease test
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| 159 | double set_decrease_factor( double factor )
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| 160 | { double temp = decrease_factor_; decrease_factor_ = factor; return temp; }
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| 161 | };
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| 162 |
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| 163 | class Backtrack: public LineOpt {
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| 164 |
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| 165 | protected:
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| 166 | double backtrack_factor_;
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| 167 |
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| 168 | public:
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| 169 | Backtrack(const Ref<KeyVal>&);
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| 170 | ~Backtrack(){}
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| 171 | int update();
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| 172 |
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| 173 | };
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| 174 |
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| 175 | }
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| 176 |
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| 177 | #endif
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| 178 |
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| 179 | // Local Variables:
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| 180 | // mode: c++
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| 181 | // c-file-style: "CLJ"
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| 182 | // End:
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