THe code for the 1/5th mutation was completely wrong!
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1 changed files with 49 additions and 27 deletions
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@ -65,10 +65,10 @@ template<class EOT> class eoNormalMutation: public eoMonOp<EOT>
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* @param _p_change the probability to change a given coordinate
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*/
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eoNormalMutation(eoRealVectorBounds & _bounds,
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double & _sigma, const double& _p_change = 1.0):
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double _sigma, const double& _p_change = 1.0):
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sigma(_sigma), bounds(_bounds), p_change(_p_change) {}
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/// The class name.
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/** The class name */
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virtual string className() const { return "eoNormalMutation"; }
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/**
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@ -90,9 +90,11 @@ template<class EOT> class eoNormalMutation: public eoMonOp<EOT>
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return hasChanged;
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}
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protected:
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double & sigma;
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/** Accessor to ref to sigma - for update and monitor */
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double & Sigma() {return sigma;}
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private:
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double & sigma;
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eoRealVectorBounds & bounds;
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double p_change;
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};
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@ -112,38 +114,55 @@ public:
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/**
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* (Default) Constructor.
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*
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* @param eval the evaluation fuinction, needed to recompute the fitmess
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* @param _sigmaInit the initial value for uniform nutation
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* @param eval the evaluation function, needed to recompute the fitmess
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* @param _sigmaInit the initial value for uniform mutation
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* @param _windowSize the size of the window for statistics
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* @param _threshold the threshold (the 1/5 - 0.2)
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* @param _updateFactor multiplicative update factor for sigma
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*/
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eoOneFifthMutation(eoEvalFunc<EOT> & _eval, double & _sigmaInit,
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unsigned _windowSize = 10,
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double _threshold=0.2, double _updateFactor=0.83):
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unsigned _windowSize = 10, double _updateFactor=0.83,
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double _threshold=0.2):
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eoNormalMutation<EOT>(_sigmaInit), eval(_eval),
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threshold(_threshold), updateFactor(_updateFactor),
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nbMut(_windowSize, 0), nbSuccess(_windowSize, 0), genIndex(0) {}
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nbMut(_windowSize, 0), nbSuccess(_windowSize, 0), genIndex(0)
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{
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// minimal check
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if (updateFactor>=1)
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throw runtime_error("Update factor must be < 1 in eoOneFifthMutation");
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}
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/** The class name */
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virtual string className() const { return "eoOneFifthMutation"; }
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/**
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* Do it!
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* @param _eo The cromosome undergoing the mutation
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* calls the standard mutation, then checks for success
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* calls the standard mutation, then checks for success and updates stats
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*
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* @param _eo The chromosome undergoing the mutation
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*/
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void operator()(EOT & _eo)
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bool operator()(EOT & _eo)
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{
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if (_eo.invalid()) // due to some crossover???
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eval(_eo);
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Fitness oldFitness = _eo.fitness(); // save old fitness
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eoNormalMutation<EOT>::operator()(_eo); // normal mutation
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nbMut++; // assumes normal mutation always modifies _eo
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// call standard operator - then count the successes
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if (eoNormalMutation<EOT>::operator()(_eo)) // _eo has been modified
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{
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_eo.invalidate(); // don't forget!!!
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nbMut[genIndex]++;
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eval(_eo); // compute fitness of offspring
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eval(_eo); // compute fitness of offspring
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if (_eo.fitness() > oldFitness)
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nbSuccess++; // update counter
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if (_eo.fitness() > oldFitness)
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nbSuccess[genIndex]++; // update counter
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}
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return false; // because eval has reset the validity flag
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}
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// this will be called every generation
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/** the method that will be called every generation
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* if the object is added to the checkpoint
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*/
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void update()
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{
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unsigned totalMut = 0;
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@ -156,23 +175,26 @@ public:
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}
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// update sigma accordingly
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double prop = (double) totalSuccess / totalMut;
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if (prop > threshold)
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sigma /= updateFactor; // increase sigma
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double prop = double(totalSuccess) / totalMut;
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if (prop > threshold) {
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Sigma() /= updateFactor; // increase sigma
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}
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else
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sigma *= updateFactor; // decrease sigma
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// go to next generation
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{
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Sigma() *= updateFactor; // decrease sigma
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}
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genIndex = (genIndex+1) % nbMut.size() ;
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nbMut[genIndex] = nbSuccess[genIndex] = 0;
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}
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private:
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eoEvalFunc<EOT> & eval;
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double threshold; // 1/5 !
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double updateFactor ; // the multiplicative factor
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vector<unsigned> nbMut; // total number of mutations per gen
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vector<unsigned> nbMut; // total number of mutations per gen
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vector<unsigned> nbSuccess; // number of successful mutations per gen
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unsigned genIndex ; // current gen
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unsigned genIndex ; // current index in vectors (circular)
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};
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