add an option to reweight according to scalar or block
parent
27d062a0f0
commit
25cd24409a
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@ -446,27 +446,52 @@ Vector Base::weight(const Vector &error) const {
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}
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void Base::reweight(Matrix &A, Vector &error) const {
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const Vector W = weight(error);
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vector_scale_inplace(W,A);
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error = emul(W, error);
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if ( reweight_ == Block ) {
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const double w = weight(error.norm());
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A *= w;
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error *= w;
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}
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else {
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const Vector W = weight(error);
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vector_scale_inplace(W,A);
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error = emul(W, error);
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}
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}
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void Base::reweight(Matrix &A1, Matrix &A2, Vector &error) const {
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const Vector W = weight(error);
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vector_scale_inplace(W,A1);
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vector_scale_inplace(W,A2);
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error = emul(W, error);
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if ( reweight_ == Block ) {
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const double w = weight(error.norm());
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A1 *= w;
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A2 *= w;
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error *= w;
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}
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else {
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const Vector W = weight(error);
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vector_scale_inplace(W,A1);
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vector_scale_inplace(W,A2);
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error = emul(W, error);
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}
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}
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void Base::reweight(Matrix &A1, Matrix &A2, Matrix &A3, Vector &error) const {
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const Vector W = weight(error);
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vector_scale_inplace(W,A1);
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vector_scale_inplace(W,A2);
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vector_scale_inplace(W,A3);
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error = emul(W, error);
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if ( reweight_ == Block ) {
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const double w = weight(error.norm());
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A1 *= w;
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A2 *= w;
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A3 *= w;
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error *= w;
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}
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else {
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const Vector W = weight(error);
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vector_scale_inplace(W,A1);
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vector_scale_inplace(W,A2);
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vector_scale_inplace(W,A3);
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error = emul(W, error);
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}
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}
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Fair::Fair(const double c): c_(c) {
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Fair::Fair(const double c, const ReweightScheme reweight)
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: Base(reweight), c_(c) {
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if ( c_ <= 0 ) {
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cout << "MEstimator Fair takes only positive double in constructor. forced to 1.0" << endl;
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c_ = 1.0;
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@ -488,7 +513,8 @@ bool Fair::equals(const Base &expected, const double tol) const {
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Fair::shared_ptr Fair::Create(const double c)
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{ return shared_ptr(new Fair(c)); }
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Huber::Huber(const double k): k_(k) {
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Huber::Huber(const double k, const ReweightScheme reweight)
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: Base(reweight), k_(k) {
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if ( k_ <= 0 ) {
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cout << "MEstimator Huber takes only positive double in constructor. forced to 1.0" << endl;
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k_ = 1.0;
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@ -507,8 +507,15 @@ namespace gtsam {
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class Base {
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public:
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typedef boost::shared_ptr<Base> shared_ptr;
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Base() {}
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enum ReweightScheme { Scalar, Block };
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typedef boost::shared_ptr<Base> shared_ptr;
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protected:
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ReweightScheme reweight_;
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public:
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Base():reweight_(Block) {}
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Base(const ReweightScheme reweight):reweight_(reweight) {}
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virtual ~Base() {}
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virtual double weight(const double &error) const = 0;
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virtual void print(const std::string &s) const = 0;
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@ -525,12 +532,14 @@ namespace gtsam {
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protected:
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double c_;
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public:
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Fair(const double c);
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Fair(const double c, const ReweightScheme reweight = Block);
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virtual ~Fair() {}
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virtual double weight(const double &error) const ;
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virtual void print(const std::string &s) const ;
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virtual bool equals(const Base& expected, const double tol=1e-8) const ;
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static shared_ptr Create(const double c) ;
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private:
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Fair(){}
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};
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class Huber : public Base {
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@ -539,12 +548,14 @@ namespace gtsam {
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protected:
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double k_;
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public:
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Huber(const double k);
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Huber(const double k, const ReweightScheme reweight = Block);
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virtual ~Huber() {}
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virtual double weight(const double &error) const ;
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virtual void print(const std::string &s) const ;
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virtual bool equals(const Base& expected, const double tol=1e-8) const ;
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static shared_ptr Create(const double k) ;
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private:
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Huber(){}
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};
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}
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