JacobianFactorSVD.h

/*
 * @file  JacobianFactorSVD.h
 * @date  Oct 27, 2013
 * @uthor Frank Dellaert
 */
 
#pragma once
#include <gtsam/linear/RegularJacobianFactor.h>
 
namespace gtsam {
template<size_t D, size_t ZDim>
class JacobianFactorSVD: public RegularJacobianFactor<D> {
 
  typedef RegularJacobianFactor<D> Base;
  typedef Eigen::Matrix<double, ZDim, D> MatrixZD; // e.g 2 x 6 with Z=Point2
  typedef std::pair<Key, Matrix> KeyMatrix;
 
public:
 
  JacobianFactorSVD() {
  }
 
  JacobianFactorSVD(const KeyVector& keys,
                    const SharedDiagonal& model = SharedDiagonal())
      : Base() {
    Matrix zeroMatrix = Matrix::Zero(0, D);
    Vector zeroVector = Vector::Zero(0);
    std::vector<KeyMatrix> QF;
    QF.reserve(keys.size());
    for(const Key& key: keys)
      QF.push_back(KeyMatrix(key, zeroMatrix));
    JacobianFactor::fillTerms(QF, zeroVector, model);
  }
 
  JacobianFactorSVD(
      const KeyVector& keys,
      const std::vector<MatrixZD, Eigen::aligned_allocator<MatrixZD> >& Fblocks,
      const Matrix& Enull, const Vector& b,
      const SharedDiagonal& model = SharedDiagonal())
      : Base() {
    size_t numKeys = Enull.rows() / ZDim;
    size_t m2 = ZDim * numKeys - 3; // TODO: is this not just Enull.rows()?
    // PLAIN nullptr SPACE TRICK
    // Matrix Q = Enull * Enull.transpose();
    // for(const KeyMatrixZD& it: Fblocks)
    //   QF.push_back(KeyMatrix(it.first, Q.block(0, 2 * j++, m2, 2) * it.second));
    // JacobianFactor factor(QF, Q * b);
    std::vector<KeyMatrix> QF;
    QF.reserve(numKeys);
    for (size_t k = 0; k < Fblocks.size(); ++k) {
      Key key = keys[k];
      QF.emplace_back(
          key, (Enull.transpose()).block(0, ZDim * k, m2, ZDim) * Fblocks[k]);
    }
    JacobianFactor::fillTerms(QF, Enull.transpose() * b, model);
  }
};
 
}