goppy


Namegoppy JSON
Version 1.1.2 PyPI version JSON
download
home_pagehttps://github.com/jgosmann/goppy
SummaryGopPy (Gaussian Online Processes for Python) is a pure Python module providing a Gaussian process implementation which allows 'to efficiently add new data online.
upload_time2024-10-27 09:27:23
maintainerNone
docs_urlNone
authorJan Gosmann
requires_python>=3.9
licenseMIT
keywords gaussian processes machine learning online learning
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage
            .. image:: https://github.com/jgosmann/goppy/actions/workflows/ci.yml/badge.svg
  :target: https://github.com/jgosmann/goppy/actions/workflows/ci.yml
  :alt: CI and release pipeline
.. image:: https://codecov.io/gh/jgosmann/goppy/branch/main/graph/badge.svg?token=mkgZs4nds5
  :target: https://codecov.io/gh/jgosmann/goppy
.. image:: https://img.shields.io/pypi/v/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI
.. image:: https://img.shields.io/pypi/pyversions/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI - Python Version
.. image:: https://img.shields.io/pypi/l/goppy
  :target: https://pypi.org/project/goppy/
  :alt: PyPI - License


.. image:: https://github.com/jgosmann/goppy/blob/main/doc/_static/goppy-sm.png
  :alt: GopPy logo

Overview
--------

GopPy (Gaussian Online Processes for Python) is a pure Python module providing
a Gaussian process implementation which allows to add new data efficiently
online. I wrote this module because all other Python implementations I knew did
not support efficient online updates.

The feature list:

* `scikit-learn <http://scikit-learn.org>`_ compatible interface.
* Efficient online updates.
* Prediction of first order derivatives.
* Estimation of the log likelihood and its derivative.
* Well documented.
* `Good test coverage. <https://app.codecov.io/gh/jgosmann/goppy>`_
* MIT license.

Documentation
-------------

The documentation can be found at https://goppy.readthedocs.io/en/latest/.

Installation
------------

You can install GopPy with pip::

    pip install goppy

            

Raw data

            {
    "_id": null,
    "home_page": "https://github.com/jgosmann/goppy",
    "name": "goppy",
    "maintainer": null,
    "docs_url": null,
    "requires_python": ">=3.9",
    "maintainer_email": null,
    "keywords": "Gaussian processes, machine learning, online learning",
    "author": "Jan Gosmann",
    "author_email": "jan@hyper-world.de",
    "download_url": "https://files.pythonhosted.org/packages/8a/29/95387abf08824394a8c833ee05fc20d79ef612bea6f09d6cf054b1ba119e/goppy-1.1.2.tar.gz",
    "platform": null,
    "description": ".. image:: https://github.com/jgosmann/goppy/actions/workflows/ci.yml/badge.svg\n  :target: https://github.com/jgosmann/goppy/actions/workflows/ci.yml\n  :alt: CI and release pipeline\n.. image:: https://codecov.io/gh/jgosmann/goppy/branch/main/graph/badge.svg?token=mkgZs4nds5\n  :target: https://codecov.io/gh/jgosmann/goppy\n.. image:: https://img.shields.io/pypi/v/goppy\n  :target: https://pypi.org/project/goppy/\n  :alt: PyPI\n.. image:: https://img.shields.io/pypi/pyversions/goppy\n  :target: https://pypi.org/project/goppy/\n  :alt: PyPI - Python Version\n.. image:: https://img.shields.io/pypi/l/goppy\n  :target: https://pypi.org/project/goppy/\n  :alt: PyPI - License\n\n\n.. image:: https://github.com/jgosmann/goppy/blob/main/doc/_static/goppy-sm.png\n  :alt: GopPy logo\n\nOverview\n--------\n\nGopPy (Gaussian Online Processes for Python) is a pure Python module providing\na Gaussian process implementation which allows to add new data efficiently\nonline. I wrote this module because all other Python implementations I knew did\nnot support efficient online updates.\n\nThe feature list:\n\n* `scikit-learn <http://scikit-learn.org>`_ compatible interface.\n* Efficient online updates.\n* Prediction of first order derivatives.\n* Estimation of the log likelihood and its derivative.\n* Well documented.\n* `Good test coverage. <https://app.codecov.io/gh/jgosmann/goppy>`_\n* MIT license.\n\nDocumentation\n-------------\n\nThe documentation can be found at https://goppy.readthedocs.io/en/latest/.\n\nInstallation\n------------\n\nYou can install GopPy with pip::\n\n    pip install goppy\n",
    "bugtrack_url": null,
    "license": "MIT",
    "summary": "GopPy (Gaussian Online Processes for Python) is a pure Python module providing a Gaussian process implementation which allows 'to efficiently add new data online.",
    "version": "1.1.2",
    "project_urls": {
        "Documentation": "https://goppy.readthedocs.io/en/latest/",
        "Homepage": "https://github.com/jgosmann/goppy",
        "Repository": "https://github.com/jgosmann/goppy"
    },
    "split_keywords": [
        "gaussian processes",
        " machine learning",
        " online learning"
    ],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "dba3e3b3271fb66b67869dfc07477188c9211ee9c248dd8a8d5e693724892e71",
                "md5": "357bb4b332167fc6eb8fa159a02cfaec",
                "sha256": "8d05a38ba4abbecc53a558e8674e3536f0d0719c64c5f469f657cac49cab4580"
            },
            "downloads": -1,
            "filename": "goppy-1.1.2-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "357bb4b332167fc6eb8fa159a02cfaec",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.9",
            "size": 14230,
            "upload_time": "2024-10-27T09:27:22",
            "upload_time_iso_8601": "2024-10-27T09:27:22.255756Z",
            "url": "https://files.pythonhosted.org/packages/db/a3/e3b3271fb66b67869dfc07477188c9211ee9c248dd8a8d5e693724892e71/goppy-1.1.2-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "8a2995387abf08824394a8c833ee05fc20d79ef612bea6f09d6cf054b1ba119e",
                "md5": "2ea3fe410d63186738fbd661221ccbfe",
                "sha256": "f4847f9532277ce2b76141a8a298c582870ecf321cce0716b126a917e9ccb782"
            },
            "downloads": -1,
            "filename": "goppy-1.1.2.tar.gz",
            "has_sig": false,
            "md5_digest": "2ea3fe410d63186738fbd661221ccbfe",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.9",
            "size": 12312,
            "upload_time": "2024-10-27T09:27:23",
            "upload_time_iso_8601": "2024-10-27T09:27:23.872453Z",
            "url": "https://files.pythonhosted.org/packages/8a/29/95387abf08824394a8c833ee05fc20d79ef612bea6f09d6cf054b1ba119e/goppy-1.1.2.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2024-10-27 09:27:23",
    "github": true,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "github_user": "jgosmann",
    "github_project": "goppy",
    "travis_ci": false,
    "coveralls": true,
    "github_actions": true,
    "lcname": "goppy"
}
        
Elapsed time: 0.42386s