Dynamical Systems Python Packages

torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

diffrax

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

torchcde

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

ephemerides-spectral

Open-source bilateral stimulation technology for mental wellness and therapeutic applications. Professional-grade dual ESP32-C6 hardware with wireless Bluetooth Low Energy pairing and app-based control via GATT services. Cost-effective, reliable alternative to commercial devices for therapists, researchers, wellness practitioners, and self-care.

diffraxtra

Extras for Diffrax: OOP and vectorization

pathsim

A Python native dynamical system simulation framework in the block diagram paradigm.

py-pde

Python package for solving partial differential equations using finite differences.

chess-spectral

Open-source bilateral stimulation technology for mental wellness and therapeutic applications. Professional-grade dual ESP32-C6 hardware with wireless Bluetooth Low Energy pairing and app-based control via GATT services. Cost-effective, reliable alternative to commercial devices for therapists, researchers, wellness practitioners, and self-care.

fastcan

A fast canonical-correlation-based search algorithm for feature selection, system identification, data pruning, etc.

pykoop

Koopman operator identification library in Python, compatible with `scikit-learn`

entropyhub

An open-source toolkit for entropic data analysis.

srmech

Open-source bilateral stimulation technology for mental wellness and therapeutic applications. Professional-grade dual ESP32-C6 hardware with wireless Bluetooth Low Energy pairing and app-based control via GATT services. Cost-effective, reliable alternative to commercial devices for therapists, researchers, wellness practitioners, and self-care.

pygpc

A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method

mathematicskit

See how the algorithms of computational mathematics work: a Python toolkit for learning and teaching numerical methods, dynamical systems, and discrete math across 18 domains, built on numpy/scipy

scpn-phase-orchestrator

Evidence-first synchronization analysis and review-only control proposals for coupled rhythmic systems (Kuramoto/UPDE), with reproducible audits.

dynamo-release

Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses

biomass

A Python Framework for Modeling and Analysis of Signaling Systems

bdsim

Simulate dynamic systems expressed in block diagram form using Python

sysidentpy

A Python Package For System Identification Using NARMAX Models

scdiffeq

Learn single-cell dynamics using neural differential equations

opinf

Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.

pynamo-egt

Python code for plotting evolutionary game phase portraits and analyzing replicator dynamics

dynachaos

Dynamical-systems analysis for time signals with Rust-accelerated kernels

agencitylab

AgencityLab is an open-source scientific Python framework for implementing, testing, and exploring the Theory of Agencity.