pvti/Awesome-Tensor-Decomposition

😎 A curated list of tensor decomposition resources for model compression.

Size: 477 KB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 68 - Forks: 7

myerspat/ttnte

Tensor Trains (TTs) applied to the Neutron Transport Equation (NTE).

Language: HTML - Size: 141 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

shareloqs/MPSDynamics.jl

Tensor network simulations for finite temperature, open quantum system dynamics

Language: Julia - Size: 9.11 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 68 - Forks: 9

ion-g-ion/torchTT

Tensor-Train decomposition in pytorch

Language: Python - Size: 1010 KB - Last synced at: 23 days ago - Pushed at: 5 months ago - Stars: 63 - Forks: 12

rballester/tntorch

Tensor Network Learning with PyTorch

Language: Python - Size: 2.16 MB - Last synced at: 22 days ago - Pushed at: about 1 year ago - Stars: 297 - Forks: 42

anabatsh/PROTES

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

Language: Python - Size: 14.6 MB - Last synced at: 14 days ago - Pushed at: about 2 months ago - Stars: 33 - Forks: 2

hugopstackhouse/MPSTime.jl

A Julia package for Matrix-Product State (MPS)-based time-series analysis.

Language: Julia - Size: 1.34 GB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 16 - Forks: 2

Bihaqo/t3f

Tensor Train decomposition on TensorFlow

Language: Python - Size: 1.54 MB - Last synced at: 23 days ago - Pushed at: about 4 years ago - Stars: 225 - Forks: 56

ITensor/ITensors.jl

A Julia library for efficient tensor computations and tensor network calculations. ITensors.jl is supported by the Simons Foundation's Flatiron Institute.

Language: Julia - Size: 53.1 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 601 - Forks: 126

PGelss/scikit_tt

Tensor Train Toolbox

Language: Python - Size: 37.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 110 - Forks: 24

AndreiChertkov/ttopt

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

Language: Python - Size: 629 KB - Last synced at: 2 days ago - Pushed at: almost 2 years ago - Stars: 36 - Forks: 3

awkhan3/ParametricTensorTrainKernel

Python implementation of the Parametric Tensor Train Kernel (PTTK) method.

Language: Python - Size: 5.38 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

AndreiChertkov/teneva

A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays

Language: Python - Size: 4.6 MB - Last synced at: about 1 month ago - Pushed at: 12 months ago - Stars: 52 - Forks: 2

dsuess/mpnum

Matrix Product Representation library for Python

Language: Python - Size: 1.86 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 55 - Forks: 18

thanhle88/streaming-tensor-decompositions Fork of thanhtbt/tensor_tracking_survey

A list of up-to-date and on-going papers on streaming,adaptive,online,incremental tensor decompositions, tensor tracking, dynamic tensor analysis

Size: 360 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

JohnGoldenGardiner/baby-name-generator

Tensor network generative model for generating baby names

Language: Jupyter Notebook - Size: 8.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

MartinMikkelsen/Tensor-Trains Fork of msdupuy/Tensor-Train-Julia

Tensor Train Julia package

Language: Julia - Size: 427 KB - Last synced at: 8 days ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

khakhulin/compressed-transformer

Compression of NMT transformer model with tensor methods

Language: Jupyter Notebook - Size: 1.63 MB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 48 - Forks: 9

iabs-neuro/mango

🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization

Language: Python - Size: 349 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 8 - Forks: 0

lanl/pyDNTNK

Python Distributed Non Negative Tensor Networks

Language: Python - Size: 18.6 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 14 - Forks: 5

arolandi97/mptikz Fork of dsuess/mptikz

LuaTeX extension for graphical tensor notation

Language: Lua - Size: 188 KB - Last synced at: 4 months ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0

AndreiChertkov/tetradat

Black-box adversarial attacks on deep neural networks with tensor train (TT) decomposition and PROTES optimizer.

Language: Python - Size: 79.1 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

antoine311200/BSDE-tensor-networks

Parabolic PDE resolution with Tensor Networks using Backward-Forward Stochastic Differential Equations

Language: Jupyter Notebook - Size: 4.2 MB - Last synced at: 8 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

AndreiChertkov/fpcross

Solver in the low-rank tensor train format with cross approximation approach for the multidimensional Fokker-Planck equation

Language: Python - Size: 48.2 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 1

ray-chew/tensor-train-decomposition

A short look at tensor-train decomposition with the Xerus library

Language: C++ - Size: 23.4 KB - Last synced at: 4 months ago - Pushed at: almost 7 years ago - Stars: 0 - Forks: 0

thanhtbt/tensor_tracking_survey

[IEEE TKDE 2023] A list of up-to-date papers on streaming tensor decomposition, tensor tracking, dynamic tensor analysis

Size: 528 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 2

lwelzel/td-viz

Visualization of Tensor Decompositions

Language: TeX - Size: 24.4 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

antoine311200/Syngular

A Tensor Network package for Machine Learning and Quantum Computing in Python.

Language: Python - Size: 722 KB - Last synced at: 8 months ago - Pushed at: about 3 years ago - Stars: 9 - Forks: 0

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.

Language: MATLAB - Size: 629 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

lanl/pyQBTNs

Python Quantum Boolean Tensor Networks

Language: Python - Size: 6.7 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 6 - Forks: 1

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.

Language: Python - Size: 0 Bytes - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

karimhalaseh/Tensor-Network-Decompositions

Implementation of algorithms in "Orthogonal Decomposition of Tensor Trains" (Halaseh, Muller, Robeva)

Language: Python - Size: 59.6 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 0

dsuess/mptikz

LuaTeX extension for graphical tensor notation

Language: Lua - Size: 190 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 27 - Forks: 6

arkmagus/tensor_rnn

An implementation of various tensor-based decomposition for NN & RNN parameters

Language: Python - Size: 20.5 KB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 19 - Forks: 9

rballester/ttrecipes

Metamodeling, sensitivity analysis and visualization using the tensor train format

Language: Python - Size: 4.37 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 22 - Forks: 4

Tuyki/TT_RNN

Language: Python - Size: 39 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 97 - Forks: 37

thanhtbt/ROBOT

[EUSIPCO 2022] "Robust Tensor Tracking With Missing Data Under Tensor-Train Format". In 30th European Signal Processing Conference, 2022.

Language: MATLAB - Size: 608 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

ivanvovk/compressed-tacotron2-pytorch

Compressed version of Tacotron 2 using Tensor Train + Waveglow.

Language: Jupyter Notebook - Size: 21.4 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 21 - Forks: 9

KennethBenicio/MSc-Multilinear-Algebra

Collection of basic and advanced Tensor Algebra operations using Matlab and Python.

Language: Jupyter Notebook - Size: 16.2 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 1

onucharles/tensorized-rnn

A fully tensorized recurrent neural network using tensor-train decomposition

Language: Python - Size: 5.11 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 7

MaxenceGiraud/TensorTemporalKG

Implementation of TuckERT [Shao,Yang,Zhang et al.] [arXiv:2011.07751] [2020]

Language: Python - Size: 7.4 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

ivannz/ttmodule

A take on the Tensor Train decomposition

Language: Jupyter Notebook - Size: 30.3 KB - Last synced at: 13 days ago - Pushed at: over 5 years ago - Stars: 10 - Forks: 1

thanhtbt/ATT

[EUSIPCO 2020] "Adaptive Algorithms for Tensor Train Decomposition of Streaming Tensors". In 28th European Signal Processing Conference, 2020.

Language: MATLAB - Size: 665 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

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.

Language: Jupyter Notebook - Size: 4.94 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 8 - Forks: 3