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Differential Equations Python Packages

Python packages with the GitHub topic differential-equations. Sorted by relevance, with stars and monthly downloads.
google-research
torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

2.5M 2K 222
patrick-kidger
diffrax

Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

186K 2K 178
patrick-kidger
torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

69K 482 50
brian-team
brian2

Brian is a free, open source simulator for spiking neural networks.

42K 1K 284
bluescarni
heyoka

Python library for ODE integration via Taylor's method and LLVM

6K 87 14
mathLab
pina-mathlab

Physics-Informed Neural networks for Advanced modeling

3K 739 100
stammler
simframe

Python framework for setting up and running scientific simulations. It comes with a variety of integration schemes and some infrastructure of reading and writing data files.

3K 13 4
ITMO-NSS-team
tedeous

Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs

3K 64 11
samholt
torchlaplace

Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.

2K 82 12
SciML
diffeqpy

Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

1K 604 52
JonasBreuling
scipy-dae

Python implementation of solvers for differential algebraic equation's (DAE's) that should be added to scipy one day.

1K 43 4
brian-team
brian2cuda

A brian2 extension to simulate spiking neural networks on GPUs

1K 73 21
GalacticDynamics
diffraxtra

Extras for Diffrax: OOP and vectorization

1K 6 3
NeuroDiffGym
neurodiffeq

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

711 781 102
SolveDAE
solve-dae

Python implementation of solvers for differential algebraic equation's (DAE's) that should be added to scipy one day.

695 43 4
tensordiffeq
tensordiffeq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

520 119 43
Jolankaa
arflab

Mathematical Environment Library in Python

511 2 0
krichelj
pydiffgame

PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems

374 58 13
Jolankaa
unimath

Python library for creating a mathematical environment

348 2 0
yubocai-poly
dqbee

(TACAS 24) Python Package for disspaitve quadratization, from Paper "Dissipative quadratizations of polynomial ODE systems"

325 3 0
Ayushparwal
tantheta

tantheta is a versatile Python library for symbolic computation and problem solving across mathematics, physics, and chemistry!

311 1 0
WarrenWeckesser
odeintw

Solve complex and matrix differential equations with scipy.integrate.odeint.

287 41 12
analysiscenter
pydens

PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks

221 316 66
ViktorC
pararealml

A machine learning boosted parallel-in-time differential equation solver framework

197 27 4
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