Comments (2)
Eric Song (@elsong2) is working on this, see for instance,
Support for at least the matrix SVD function above is one of the targets for the next release.
Eric's HOSVD code is here, but I think not yet fully functional, https://github.com/elsong2/Tensor-Decomposition/blob/master/hosvd.cxx
There is existing support for converting a matrix to ScaLAPACK format, which Eric's code is leveraging, so in effect CTF has the infrastructure to implement HOSVD easily, and will soon have a function to do it explicitly. But interoperability with ScaLAPACK will likely remain the main method for doing a mix of linear algebra solvers/factorizations and tensor contractions for some time. That should be enough to develop many tensor decompositions, but we would be happy to learn about any helpful features that could be added.
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Great! I think this can be a very useful feature, particularly, for the study of tensor network states or renormalization group calculations in quantum many-body systems.
Thanks for your reply!
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Related Issues (20)
- Efficiency comparisons with einsum and opt-einsum and how to utilize symmetry? HOT 4
- ctf-einsum.py:78: DeprecationWarning: `np.complex` is a deprecated alias for the builtin `complex`. HOT 1
- issues using sparse file io to load tensors HOT 4
- Compile error with GCC 11 HOT 10
- Wrong results when slicing a symmetric sparse tensor in python lib
- understanding performance overheads in CTF HOT 27
- ModuleNotFoundError: No module named 'ctf.core' HOT 1
- Comparing Fortran and CTF performance on symmetries in tensor contractions HOT 2
- segfault executing sparse inner product HOT 18
- oom/memory corruption running an SDDMM (using TTTP specialized routine) HOT 1
- unexpected performance for SpMV operation HOT 1
- [question] setting all nonzeros to a value HOT 2
- Warnings
- make test failure in SVD test HOT 3
- compiling issue when including ctf.hpp
- test_suite failure on Apple HOT 1
- compile issues with undefined references to mkl commands (that appear in the relevant folders) HOT 9
- Scale with Endomorphism
- Set values with low memory footprint
- ctf header error during installation on perlmutter HOT 2
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