tensor-train

There are 2 repositories under tensor-train topic.

ITensor / ITensors.jl
A Julia library for efficient tensor computations and tensor network calculations
tensors tensor-decomposition tensor-networks dmrg matrix-product-states physics tensor-train peps
Language:Julia 490
rballester / tntorch
Tensor Network Learning with PyTorch
cp-decomposition data-science learning pytorch tensor-decomposition tensor-networks tensor-train tensors tucker-decomposition
Language:Python 278
Bihaqo / t3f
Tensor Train decomposition on TensorFlow
tensor-train matrix-product-states tensorflow
Language:Python 216
Tuyki / TT_RNN
high-dimensional-data tensor-train tensor-train-layer tensor-train-rnn
Language:Python 101
PGelss / scikit_tt
Tensor Train Toolbox
tensor-decomposition tensor tensor-train als mals slim-decomposition mandy tensor-network data-driven scikit dynamical-systems dynamic-mode-decomposition extended-dynamic-mode-decomposition dmrg quantum-simulation
Language:Python 93
dsuess / mpnum
Matrix Product Representation library for Python
dmrg matrix-product tensor-train
Language:Python 52
khakhulin / compressed-transformer
Compression of NMT transformer model with tensor methods
pytorch nmt translation compression transformer mnist tucker tensor-train nlp deep-learning
Language:Jupyter Notebook 46
MPSDynamics
shareloqs / MPSDynamics
Tensor network simulations for finite temperature, open quantum system dynamics
julia many-body-physics matrix-product-states numerical-physics open-quantum-systems quantum-physics tedopa tensor-networks non-equilibrium-dynamics tensor-train tree-tensor-networks
Language:Julia 38
AndreiChertkov / teneva
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
approximation-algorithms low-rank-approximation surrogate-modelling surrogate-models tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 37
torchTT
ion-g-ion / torchTT
Tensor-Train decomposition in pytorch
tensor-train tensor-decomposition pytorch python3
Language:Python 33
dsuess / mptikz
LuaTeX extension for graphical tensor notation
dmrg lua luatex matrix-product matrix-product-states tensor-train
Language:Lua 32
AndreiChertkov / ttopt
Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization optimization-algorithm optimization-methods tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 28
anabatsh / PROTES
Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization tensor-decomposition tensor-train
Language:Python 23
rballester / ttrecipes
Metamodeling, sensitivity analysis and visualization using the tensor train format
anova sensitivity-analysis sobol-method tensor-approximation tensor-decomposition tensor-train visualization
Language:Python 23
ivanvovk / compressed-tacotron2-pytorch
Compressed version of Tacotron 2 using Tensor Train + Waveglow.
text-to-speech speech-synthesis tacotron-2 compression tensor-train
Language:Jupyter Notebook 22
onucharles / tensorized-rnn
A fully tensorized recurrent neural network using tensor-train decomposition
tensor-train compression deep-learning speaker-verification rnn lstm gru
Language:Python 22
arkmagus / tensor_rnn
An implementation of various tensor-based decomposition for NN & RNN parameters
deep-learning rnn pytorch machine-learning compression tensor-train cp-decomposition tucker tensor
Language:Python 19
KennethBenicio / MSc-Multilinear-Algebra
Collection of basic and advanced Tensor Algebra operations using Matlab and Python.
folding khatri-rao kronecker-product least-squares matlab multilinear-algebra multilinear-svd parafac python tensor-algebra tensor-operations unfolding als alternating-least-squares cpd tensor-product mathematics tensor-contraction tensor-train
Language:Jupyter Notebook 13
lanl / pyDNTNK
Python Distributed Non Negative Tensor Networks
tensor-networks non-negative-factorization tensor-train compression hierarchical-tensor-decompositions hierarchical-tucker pydnmfk distributed-tensor-factorization
Language:Python 13
AndreiChertkov / fpcross
Solver in the low-rank tensor train format with cross approximation approach for the multidimensional Fokker-Planck equation
fokker-planck fokker-planck-equation fokker-planck-equations fokkerplanck low-rank-approximation tensor-decomposition tensor-train tensor-trains
Language:Python 12
ivannz / ttmodule
A take on the Tensor Train decomposition
pytroch tensortrain tensor-train tt-svd
Language:Jupyter Notebook 10
Syngular
antoine311200 / Syngular
A Tensor Network package for Machine Learning and Quantum Computing in Python.
algebra einsum matrix-product-states quantum-computing renormalization-group tensor tensor-network tensor-train matrix-product-operators
Language:Python 9
philip-bl / tensor_train_rnn
Replace some weights matrices of linear layers of RNNs with matrices in tensor train format. Get better generalization and a lot less parameters.
keras pytorch rnn tensor-train tensor-train-layer tensor-train-rnn
Language:Jupyter Notebook 8
thanhtbt / ATT-miss
[SP 2024] A Novel Recursive Least-Squares Adaptive Method For Streaming Tensor-Train Decomposition With Incomplete Observations. In Elsevier Signal Processing, 2024.
online-tensor-completion online-tensor-factorization online-tensor-learning streaming-data tensor-decomposition-algorithms tensor-tracking tensor-train
Language:MATLAB 7
thanhtbt / tensor_tracking_survey
[IEEE TKDE 2023] A list of up-to-date papers on streaming tensor decomposition, tensor tracking, dynamic tensor analysis
streaming-data-processing tensor-decomposition baysian-inference cp-decomposition hosvd missing-data outliers-detection tensor-train tsvd parafac adaptive-learning online-learning tensor-analysis tensor-factorization tensor-networks tensor-ring-decomposition block-term-decomposition tucker-decomposition
7
lanl / pyQBTNs
Python Quantum Boolean Tensor Networks
quantum-computing boolean-tensor tensor-decomposition quantum-annealing tensor-factorization matrix-factorization tensor-train tucker-decomposition latent-factors numpy d-wave boolean-tucker-factorization boolean-matrices factor-boolean-tensors python hierarchical-tucker
Language:Python 6
MaxenceGiraud / TensorTemporalKG
Implementation of TuckERT [Shao,Yang,Zhang et al.] [arXiv:2011.07751] [2020]
knowledge-graph temporal tensors tensor-ring tensor-train cp-decomposition tucker tucker-decomposition link-prediction pytorch icews
Language:Python 6
karimhalaseh / Tensor-Network-Decompositions
Implementation of algorithms in "Orthogonal Decomposition of Tensor Trains" (Halaseh, Muller, Robeva)
machine-learning-algorithms machine-learning tensors tensor-decomposition tensor-networks tensor-train tensor tensor-factorization tensor-network-decompositions algorithms tensor-trains
Language:Python 5
iabs-neuro / mango
🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization
activation-maximization gradient-free-optimization neural-representations spiking-neural-networks tensor-train neuroscience
Language:Python 4
daskol / protes
PRobability Optimizer with TEnsor Sampling (PROTES) is an optimization algorithm based on tensor train decomposition.
hyperparameter-optimization tensor-train
Language:Python 2
lwelzel / td-viz
Visualization of Tensor Decompositions
tensor-decomposition tensor-factorization tensor-networks tensor-ring tensor-train tensor-visualization
Language:TeX 2
thanhtbt / ATT
[EUSIPCO 2020] "Adaptive Algorithms for Tensor Train Decomposition of Streaming Tensors". In 28th European Signal Processing Conference, 2020.
streaming-data tensor-decomposition tensor-train
Language:MATLAB 2
AndreiChertkov / optima_tt
Numerical experiments for Optima-TT method from teneva python package. This method finds items which relate to min and max elements of the tensor in the tensor train (TT) format.
low-rank-approximation optimization tensor-train tensor-trains
Language:Python 1
AndreiChertkov / tetradat
Black-box adversarial attacks on deep neural networks with tensor train (TT) decomposition and PROTES optimizer.
adversarial-attacks adversarial-examples attribution-model black-box-optimization gradient-free-optimization neural-network tensor-train tensor-trains
Language:Python 1
antoine311200 / BSDE-tensor-networks
Parabolic PDE resolution with Tensor Networks using Backward-Forward Stochastic Differential Equations
networks parabolic parabolic-pde pde pde-solver stochastic-differential-equations tensor tensor-network tensor-network-decompositions tensor-train
Language:Jupyter Notebook 1
thanhtbt / ROBOT
[EUSIPCO 2022] "Robust Tensor Tracking With Missing Data Under Tensor-Train Format". In 30th European Signal Processing Conference, 2022.
missing-data outliers streaming-data tensor-decomposition-algorithms tensor-train
Language:MATLAB 1