[petsc-users] SLEPc: non-real singular vectors from SVD of real matrix
Peder Jørgensgaard Olesen
pjool at mek.dtu.dk
Thu Apr 29 05:42:45 CDT 2021
Hello
I've noticed that doing a singular value decomposition of a real matrix appears to result in non-real singular vectors. This should not be the case - singular vectors of a real matrix must be real-valued.
In the example attached I read a matrix from a binary file (also attached), perform the SVD, and write singular vectors to an HDF5 file which I subsequently inspect using h5dump, revealing non-zero imaginary parts of vector elements as highlighted below:
[pjool at svol mwes]$ h5dump -d U0_sample_svd -c "5,2" sample_svecs.h5
HDF5 "sample_svecs.h5" {
DATASET "U0_sample_svd" {
DATATYPE H5T_IEEE_F64LE
DATASPACE SIMPLE { ( 882, 2 ) / ( 882, 2 ) }
SUBSET {
START ( 0, 0 );
STRIDE ( 1, 1 );
COUNT ( 5, 2 );
BLOCK ( 1, 1 );
DATA {
(0,0): 0.0226108, 0.0299595,
(1,0): 0.035414, 0.0469237,
(2,0): 0.0276317, 0.0366122,
(3,0): 0.0145344, 0.0192581,
(4,0): 0.0110376, 0.0146249
}
}
ATTRIBUTE "complex" {
DATATYPE H5T_STD_I32LE
DATASPACE SCALAR
DATA {
(0): 1
}
}
}
}
I also extract the imaginary part of the input matrix and print its norm to ensure that the matrix is indeed real.
I'm running v3.14, but I don't believe that alone should cause the issue, since it what I'm trying to do appears like a rather common and basic task.
What might be the reason behind this behavior, and what can be done to resolve it?
Med venlig hilsen / Best Regards
Peder Jørgensgaard Olesen
PhD Student, Turbulence Research Lab
Dept. of Mechanical Engineering
Technical University of Denmark
Niels Koppels Allé
Bygning 403, Rum 105
DK-2800 Kgs. Lyngby
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