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-rw-r--r--Eigen/src/SVD/JacobiSVD.h70
1 files changed, 45 insertions, 25 deletions
diff --git a/Eigen/src/SVD/JacobiSVD.h b/Eigen/src/SVD/JacobiSVD.h
index bf5ff48c3..1940c8294 100644
--- a/Eigen/src/SVD/JacobiSVD.h
+++ b/Eigen/src/SVD/JacobiSVD.h
@@ -350,7 +350,8 @@ template<typename MatrixType, int QRPreconditioner>
struct svd_precondition_2x2_block_to_be_real<MatrixType, QRPreconditioner, false>
{
typedef JacobiSVD<MatrixType, QRPreconditioner> SVD;
- static void run(typename SVD::WorkMatrixType&, SVD&, Index, Index) {}
+ typedef typename MatrixType::RealScalar RealScalar;
+ static bool run(typename SVD::WorkMatrixType&, SVD&, Index, Index, RealScalar&) { return true; }
};
template<typename MatrixType, int QRPreconditioner>
@@ -359,19 +360,30 @@ struct svd_precondition_2x2_block_to_be_real<MatrixType, QRPreconditioner, true>
typedef JacobiSVD<MatrixType, QRPreconditioner> SVD;
typedef typename MatrixType::Scalar Scalar;
typedef typename MatrixType::RealScalar RealScalar;
- static void run(typename SVD::WorkMatrixType& work_matrix, SVD& svd, Index p, Index q)
+ static bool run(typename SVD::WorkMatrixType& work_matrix, SVD& svd, Index p, Index q, RealScalar& maxDiagEntry)
{
using std::sqrt;
+ using std::abs;
Scalar z;
JacobiRotation<Scalar> rot;
RealScalar n = sqrt(numext::abs2(work_matrix.coeff(p,p)) + numext::abs2(work_matrix.coeff(q,p)));
-
+
+ const RealScalar considerAsZero = (std::numeric_limits<RealScalar>::min)();
+ const RealScalar precision = NumTraits<Scalar>::epsilon();
+
if(n==0)
{
- z = abs(work_matrix.coeff(p,q)) / work_matrix.coeff(p,q);
- work_matrix.row(p) *= z;
- if(svd.computeU()) svd.m_matrixU.col(p) *= conj(z);
- if(work_matrix.coeff(q,q)!=Scalar(0))
+ // make sure first column is zero
+ work_matrix.coeffRef(p,p) = work_matrix.coeffRef(q,p) = Scalar(0);
+
+ if(abs(numext::imag(work_matrix.coeff(p,q)))>considerAsZero)
+ {
+ // work_matrix.coeff(p,q) can be zero if work_matrix.coeff(q,p) is not zero but small enough to underflow when computing n
+ z = abs(work_matrix.coeff(p,q)) / work_matrix.coeff(p,q);
+ work_matrix.row(p) *= z;
+ if(svd.computeU()) svd.m_matrixU.col(p) *= conj(z);
+ }
+ if(abs(numext::imag(work_matrix.coeff(q,q)))>considerAsZero)
{
z = abs(work_matrix.coeff(q,q)) / work_matrix.coeff(q,q);
work_matrix.row(q) *= z;
@@ -385,19 +397,25 @@ struct svd_precondition_2x2_block_to_be_real<MatrixType, QRPreconditioner, true>
rot.s() = work_matrix.coeff(q,p) / n;
work_matrix.applyOnTheLeft(p,q,rot);
if(svd.computeU()) svd.m_matrixU.applyOnTheRight(p,q,rot.adjoint());
- if(work_matrix.coeff(p,q) != Scalar(0))
+ if(abs(numext::imag(work_matrix.coeff(p,q)))>considerAsZero)
{
z = abs(work_matrix.coeff(p,q)) / work_matrix.coeff(p,q);
work_matrix.col(q) *= z;
if(svd.computeV()) svd.m_matrixV.col(q) *= z;
}
- if(work_matrix.coeff(q,q) != Scalar(0))
+ if(abs(numext::imag(work_matrix.coeff(q,q)))>considerAsZero)
{
z = abs(work_matrix.coeff(q,q)) / work_matrix.coeff(q,q);
work_matrix.row(q) *= z;
if(svd.computeU()) svd.m_matrixU.col(q) *= conj(z);
}
}
+
+ // update largest diagonal entry
+ maxDiagEntry = numext::maxi(maxDiagEntry,numext::maxi(abs(work_matrix.coeff(p,p)), abs(work_matrix.coeff(q,q))));
+ // and check whether the 2x2 block is already diagonal
+ RealScalar threshold = numext::maxi<RealScalar>(considerAsZero, precision * maxDiagEntry);
+ return abs(work_matrix.coeff(p,q))>threshold || abs(work_matrix.coeff(q,p)) > threshold;
}
};
@@ -414,7 +432,6 @@ void real_2x2_jacobi_svd(const MatrixType& matrix, Index p, Index q,
JacobiRotation<RealScalar> rot1;
RealScalar t = m.coeff(0,0) + m.coeff(1,1);
RealScalar d = m.coeff(1,0) - m.coeff(0,1);
-
if(d == RealScalar(0))
{
rot1.s() = RealScalar(0);
@@ -707,6 +724,7 @@ JacobiSVD<MatrixType, QRPreconditioner>::compute(const MatrixType& matrix, unsig
}
/*** step 2. The main Jacobi SVD iteration. ***/
+ RealScalar maxDiagEntry = m_workMatrix.cwiseAbs().diagonal().maxCoeff();
bool finished = false;
while(!finished)
@@ -722,25 +740,27 @@ JacobiSVD<MatrixType, QRPreconditioner>::compute(const MatrixType& matrix, unsig
// if this 2x2 sub-matrix is not diagonal already...
// notice that this comparison will evaluate to false if any NaN is involved, ensuring that NaN's don't
// keep us iterating forever. Similarly, small denormal numbers are considered zero.
- RealScalar threshold = numext::maxi<RealScalar>(considerAsZero,
- precision * numext::maxi<RealScalar>(abs(m_workMatrix.coeff(p,p)),
- abs(m_workMatrix.coeff(q,q))));
- // We compare both values to threshold instead of calling max to be robust to NaN (See bug 791)
+ RealScalar threshold = numext::maxi<RealScalar>(considerAsZero, precision * maxDiagEntry);
if(abs(m_workMatrix.coeff(p,q))>threshold || abs(m_workMatrix.coeff(q,p)) > threshold)
{
finished = false;
-
// perform SVD decomposition of 2x2 sub-matrix corresponding to indices p,q to make it diagonal
- internal::svd_precondition_2x2_block_to_be_real<MatrixType, QRPreconditioner>::run(m_workMatrix, *this, p, q);
- JacobiRotation<RealScalar> j_left, j_right;
- internal::real_2x2_jacobi_svd(m_workMatrix, p, q, &j_left, &j_right);
-
- // accumulate resulting Jacobi rotations
- m_workMatrix.applyOnTheLeft(p,q,j_left);
- if(computeU()) m_matrixU.applyOnTheRight(p,q,j_left.transpose());
-
- m_workMatrix.applyOnTheRight(p,q,j_right);
- if(computeV()) m_matrixV.applyOnTheRight(p,q,j_right);
+ // the complex to real operation returns true is the updated 2x2 block is not already diagonal
+ if(internal::svd_precondition_2x2_block_to_be_real<MatrixType, QRPreconditioner>::run(m_workMatrix, *this, p, q, maxDiagEntry))
+ {
+ JacobiRotation<RealScalar> j_left, j_right;
+ internal::real_2x2_jacobi_svd(m_workMatrix, p, q, &j_left, &j_right);
+
+ // accumulate resulting Jacobi rotations
+ m_workMatrix.applyOnTheLeft(p,q,j_left);
+ if(computeU()) m_matrixU.applyOnTheRight(p,q,j_left.transpose());
+
+ m_workMatrix.applyOnTheRight(p,q,j_right);
+ if(computeV()) m_matrixV.applyOnTheRight(p,q,j_right);
+
+ // keep track of the largest diagonal coefficient
+ maxDiagEntry = numext::maxi(maxDiagEntry,numext::maxi(abs(m_workMatrix.coeff(p,p)), abs(m_workMatrix.coeff(q,q))));
+ }
}
}
}