fvGP

PyPI Documentation Status fvGP CI Codecov PyPI - License DOI

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

It is recommended to use this package via gpCAM.

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

Coming soon: All those capabilities for stochastic manifold learning

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

Credits

This code was developed with help from Ron Pandolfi (LBNL), Mark Risser (LBNL), Hengrui Luo (Rice U.), and Vardaan Tekriwal (UCB).

Additional contributions and insights came from across the community, in particular, Kevin Yager, Masafumi Fukuto, and their teams (Brookhaven National Lab).

We acknowledge support from several DOE ASCR, BER, and BES projects, including CAMERA (James Sethian), SPECTRA (Sherry Li), and CASCADE (Bill Collins), as well as support directly from Lawrence Berkeley National Laboratory.

This package uses the HGDL package of David Perryman and Marcus Noack, which is based on the HGDN algorithm by Noack and Funke.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.8.8)

2 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for MarcusMichaelNoack from gravatar.com MarcusMichaelNoack Avatar for ronpandolfi from gravatar.com ronpandolfi

Credits

Author/Maintainer: Marcus Michael Noack

License

GNU General Public License v3 or later (GPLv3+) (*** License Agreement ***)

Requires

Python >=3.10

Provides Extra

docs plotting preconditioners tests

Tags

adaptive autonomous gui qt self driving

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

fvgp-4.8.6.tar.gz (187.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

fvgp-4.8.6-py3-none-any.whl (161.1 kB view details)

Uploaded Python 3

File details

Details for the file fvgp-4.8.6.tar.gz.

File metadata

  • Download URL: fvgp-4.8.6.tar.gz
  • Upload date:
  • Size: 187.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for fvgp-4.8.6.tar.gz
Algorithm Hash digest
SHA256 37cfe90b5a0d028ac0c16e900065cf2b7036326c971fe27e26a714ad01e58eb3
MD5 e11cec1ce40cd9233c0147adaa2a09e6
BLAKE2b-256 8f028f66fea3fdad71343eb2898eb07b987a88bd5c6e24787a6f4a7000a752cf

See more details on using hashes here.

File details

Details for the file fvgp-4.8.6-py3-none-any.whl.

File metadata

  • Download URL: fvgp-4.8.6-py3-none-any.whl
  • Upload date:
  • Size: 161.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for fvgp-4.8.6-py3-none-any.whl
Algorithm Hash digest
SHA256 c746c06a79224d0dbce6a222ae896939944836bf358748d5ce59bcc7f4241137
MD5 28900855b83b06b87f7f266d44d25c7f
BLAKE2b-256 dfed2ae8093e9991ac0bebec09836fd684cd428f53248a28e68f04c91cccc1bc

See more details on using hashes here.

Release history Release notifications | RSS feed

Yanked

7.4.9

2 files

Yanked

7.4.8

2 files

Yanked

6.0.1

2 files

4.8.8

2 files

4.8.7

2 files

This release

4.8.6 This release

2 files

4.8.5

2 files

4.8.4

2 files

4.8.3

2 files

4.8.2

2 files

4.8.1

2 files

4.8.0

2 files

4.7.9

2 files

4.7.8

2 files

4.7.7

2 files

4.7.6

2 files

4.7.5

2 files

4.7.4

2 files

4.7.3

2 files

4.7.2

2 files

4.7.1

2 files

4.7.0

2 files

4.6.11

2 files

4.6.10

2 files

4.6.9

2 files

4.6.8

2 files

4.6.7

2 files

4.6.6

2 files

4.6.5

2 files

4.6.4

2 files

4.6.3

2 files

4.6.2

2 files

4.6.1

2 files

4.6.0

2 files

4.5.8

2 files

4.5.7

2 files

4.5.6

2 files

4.5.5

2 files

4.5.4

2 files

4.5.3

2 files

4.5.2

2 files

4.5.1

2 files

4.5.0

2 files

4.4.3

2 files

4.4.2

2 files

4.4.1

2 files

4.4.0

2 files

4.3.5

2 files

4.3.4

2 files

4.3.3

2 files

4.3.2

2 files

4.3.1

2 files

4.3.0

2 files

4.2.14

2 files

4.2.13

2 files

4.2.12

2 files

4.2.11

2 files

4.2.10

2 files

4.2.9

2 files

4.2.8

2 files

4.2.7

2 files

4.2.6

2 files

4.2.5

2 files

4.2.4

2 files

4.2.3

2 files

4.2.2

2 files

4.2.1

2 files

4.2.0

2 files

4.1.3

2 files

4.1.2

2 files

4.1.1

2 files

4.1.0

2 files

4.0.12

2 files

4.0.11

2 files

4.0.10

2 files

4.0.9

2 files

4.0.8

2 files

4.0.7

2 files

4.0.6

2 files

4.0.5

2 files

4.0.4

2 files

4.0.3

2 files

4.0.2

2 files

4.0.1

2 files

4.0.0

2 files

3.3.8

2 files

3.3.7

2 files

3.3.6

2 files

3.3.5

2 files

3.3.4

2 files

3.3.3

2 files

3.3.2

2 files

3.3.1

2 files

3.3.0

2 files

3.2.11

2 files

3.2.8

2 files

3.2.7

2 files

3.2.6

2 files

3.2.5

2 files

3.2.4

2 files

3.2.3

2 files

3.2.2

2 files

3.2.1

2 files

3.2.0

2 files

3.1.3

2 files

3.1.2

2 files

3.1.1

2 files

3.1.0

2 files

3.0.5

2 files

3.0.4

2 files

3.0.3

2 files

3.0.2

2 files

3.0.1

2 files

3.0.0

2 files

2.3.8

2 files

2.3.7

2 files

2.3.6

2 files

2.3.5

2 files

2.3.4

2 files

2.3.3

2 files

2.3.2

2 files

2.3.1

2 files

2.3.0

2 files

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page