Tools for the decomposition of tensors
Tensor Toolbox provides functionalities for the decomposition of tensors in tensor-train format [1] and spectral tensor-train format [2].
The toolbox provides the following tools:
TT-svd
TT-cross
TT-vectors
TT-matrices
Quatics TT-vectors/matrices
TT-integration
Basic operations in TT format
Multi-linear algebra in TT format (Steepest descent, CG and GMRES)
STT-
STT-
STT for single quantities and for fields
[1] Oseledets, I. (2011). Tensor-train decomposition. SIAM Journal on Scientific Computing, 33(5), 2295–2317. Retrieved from http://
[2] Bigoni, D. and Marzouk, Y.M. and Engsig-Karup, A.P. (2014) Spectral tensor-train decomposition. http://
View full history Series and milestones
trunk series is the current focus of development.
All bugs Latest bugs reported
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Bug #1560160: TTcross with fixed rank
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Bug #1555849: Overflow error: avoid numpy.int64 in indexing
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Bug #1551722: TensorWrapper unit test 101 and on fail
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Bug #1481756: Memory leak on STT destruction
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Bug #1436195: Error importing TensorToolbox due to aux.py in Windows
Reported
All blueprints Latest blueprints
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Hierarchical Tucker decomposition
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Research
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Reweighted STT
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Adaptive Spectral Tensor-Train
Registered