https://github.com/lbl-camera/fvgp

A software package for flexible HPC GPs
https://github.com/lbl-camera/fvgp

gaussian-processes machine-learning stochastic-optimization stochastic-processes

Last synced: 5 months ago
JSON representation

A software package for flexible HPC GPs

• Host: GitHub
• URL: https://github.com/lbl-camera/fvgp
• Owner: lbl-camera
• License: other
• Created: 2021-12-04T00:26:08.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2025-02-28T21:49:35.000Z (over 1 year ago)
• Last Synced: 2025-04-02T17:50:27.414Z (about 1 year ago)
• Topics: gaussian-processes, machine-learning, stochastic-optimization, stochastic-processes
• Language: Python
• Homepage: https://fvgp.readthedocs.io/
• Size: 28 MB
• Stars: 16
• Watchers: 2
• Forks: 4
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Changelog: HISTORY.rst
  • Contributing: CONTRIBUTING.rst
  • License: COPYING
  • Authors: AUTHORS.rst

Awesome Lists containing this project

README

          
# fvGP

[![PyPI](https://img.shields.io/pypi/v/fvGP)](https://pypi.org/project/fvgp/)

[![Documentation Status](https://readthedocs.org/projects/fvgp/badge/?version=latest)](https://fvgp.readthedocs.io/en/latest/?badge=latest)

[![fvGP CI](https://github.com/lbl-camera/fvGP/actions/workflows/fvGP-CI.yml/badge.svg)](https://github.com/lbl-camera/fvGP/actions/workflows/fvGP-CI.yml)

[![Codecov](https://img.shields.io/codecov/c/github/lbl-camera/fvGP)](https://app.codecov.io/gh/lbl-camera/fvGP)

[![PyPI - License](https://img.shields.io/badge/license-GPL%20v3-lightgrey)](https://pypi.org/project/fvgp/)

[](https://gpCAM.slack.com/)

[![DOI](https://zenodo.org/badge/434769505.svg)](https://zenodo.org/badge/latestdoi/434769505)

Python package for highly flexible function-valued Gaussian processes (fvGP)

It is recommended to use this package via [gpCAM](https://gpcam.lbl.gov/).

Specialties: Extreme-Scale GPs, GPs Tailored for HPC training, Advanced Kernel Designs, Domain-Aware Stochastic Function Approximation

Coming soon: All those capabilitites for stochastic manifold learning

fvGP holds the world record for exact large-scale Gaussian Processes!

## Credits

This package uses the HGDL package of David Perryman and Marcus Noack, which

is based on the [HGDN](https://www.sciencedirect.com/science/article/pii/S037704271730225X) algorithm by Noack and Funke.