pyglove 0.4.5


pip install pyglove

  Latest version

Released: Jul 15, 2025
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Author: PyGlove Authors
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Development Status
  • 5 - Production/Stable

Intended Audience
  • Developers
  • Education
  • Science/Research

License
  • OSI Approved :: Apache Software License

Programming Language
  • Python :: 3
  • Python :: 3.9

Topic
  • Scientific/Engineering :: Artificial Intelligence
  • Scientific/Engineering :: Human Machine Interfaces
  • Software Development :: Code Generators
  • Software Development :: Libraries :: Python Modules
  • Software Development :: Libraries
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PyGlove: Manipulating Python Programs

PyPI version codecov pytest

Getting started | Installation | Examples | Reference docs

What is PyGlove

PyGlove is a general-purpose library for Python object manipulation. It introduces symbolic object-oriented programming to Python, allowing direct manipulation of objects that makes meta-programs much easier to write. It has been used to handle complex machine learning scenarios, such as AutoML, as well as facilitating daily programming tasks with extra flexibility.

PyGlove is lightweight and has very few dependencies beyond the Python interpreter. It provides:

  • A mutable symbolic object model for Python;
  • A rich set of operations for Python object manipulation;
  • A solution for automatic search of better Python programs, including:
    • An easy-to-use API for dropping search into an arbitrary pre-existing Python program;
    • A set of powerful search primitives for defining the search space;
    • A library of search algorithms ready to use, and a framework for developing new search algorithms;
    • An API to interface with any distributed infrastructure (e.g. Open Source Vizier) for such search.

It's commonly used in:

  • Automated machine learning (AutoML);
  • Evolutionary computing;
  • Machine learning for large teams (evolving and sharing ML code, reusing ML techniques, etc.);
  • Daily programming tasks in Python (advanced binding capabilities, mutability, etc.).

PyGlove has been published at NeurIPS 2020. It is widely used within Alphabet, including Google Research, Google Cloud, Youtube and Waymo.

PyGlove is developed by Daiyi Peng and colleagues at Google Brain.

Hello PyGlove

import pyglove as pg

@pg.symbolize
class Hello:
  def __init__(self, subject):
    self._greeting = f'Hello, {subject}!'

  def greet(self):
    print(self._greeting)


hello = Hello('World')
hello.greet()

Hello, World!

hello.rebind(subject='PyGlove')
hello.greet()

Hello, PyGlove!

hello.rebind(subject=pg.oneof(['World', 'PyGlove']))
for h in pg.iter(hello):
  h.greet()

Hello, World!
Hello, PyGlove!

Install

pip install pyglove

Or install nightly build with:

pip install pyglove --pre

Examples

Citing PyGlove

@inproceedings{peng2020pyglove,
  title={PyGlove: Symbolic programming for automated machine learning},
  author={Peng, Daiyi and Dong, Xuanyi and Real, Esteban and Tan, Mingxing and Lu, Yifeng and Bender, Gabriel and Liu, Hanxiao and Kraft, Adam and Liang, Chen and Le, Quoc},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  volume={33},
  pages={96--108},
  year={2020}
}

Disclaimer: this is not an officially supported Google product.

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0.4.2 Jul 28, 2023
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0.4.0 Jul 13, 2023
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0.3.1.dev20230621 Jun 21, 2023
0.3.1.dev20230620 Jun 20, 2023
0.3.1.dev20230619 Jun 19, 2023
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0.3.1.dev20230605 Jun 05, 2023
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0.3.1.dev20230512 May 12, 2023
0.3.1.dev20230511 May 11, 2023
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0.3.1.dev20230509 May 09, 2023
0.3.1.dev20230508 May 08, 2023
0.3.1.dev20230507 May 07, 2023
0.3.1.dev20230506 May 06, 2023
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0.3.1.dev20230504 May 04, 2023
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0.3.1.dev20230416 Apr 16, 2023
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0.3.1.dev20230331 Mar 31, 2023
0.3.1.dev20230330 Mar 30, 2023
0.3.1.dev20230329 Mar 29, 2023
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0.3.1.dev20230326 Mar 26, 2023
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0.3.1.dev20230322 Mar 22, 2023
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0.3.0 Mar 17, 2023
0.3.0.dev20230317 Mar 17, 2023
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0.3.0.dev20230303 Mar 03, 2023
0.3.0.dev20230302 Mar 02, 2023
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0.3.0.dev20230228 Feb 28, 2023
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0.3.0.dev20230224 Feb 24, 2023
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0.3.0.dev20230214 Feb 14, 2023
0.3.0.dev20230213 Feb 13, 2023
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0.3.0.dev20230210 Feb 10, 2023
0.3.0.dev20230209 Feb 09, 2023
0.3.0.dev20230208 Feb 08, 2023
0.3.0.dev20230207 Feb 07, 2023
0.3.0.dev20230206 Feb 06, 2023
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0.3.0.dev20230130 Jan 30, 2023
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0.3.0.dev20230124 Jan 24, 2023
0.3.0.dev20230123 Jan 23, 2023
0.3.0.dev20230122 Jan 22, 2023
0.3.0.dev20230121 Jan 21, 2023
0.3.0.dev20230120 Jan 20, 2023
0.3.0.dev20230119 Jan 19, 2023
0.2.1 Jan 18, 2023
0.2.1.dev20230118 Jan 18, 2023
0.2.1.dev20230117 Jan 17, 2023
0.2.1.dev20230116 Jan 16, 2023
0.2.1.dev20230115 Jan 15, 2023
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0.2.1.dev20230113 Jan 13, 2023
0.2.1.dev20230112 Jan 12, 2023
0.2.1.dev20230111 Jan 11, 2023
0.2.1.dev20230110 Jan 10, 2023
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0.2.1.dev20230104 Jan 04, 2023
0.2.1.dev20230103 Jan 03, 2023
0.2.1.dev20230102 Jan 02, 2023
0.2.1.dev20230101 Jan 01, 2023
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0.2.1.dev20221228 Dec 28, 2022
0.2.1.dev20221227 Dec 27, 2022
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0.2.1.dev20221225 Dec 25, 2022
0.2.1.dev20221224 Dec 24, 2022
0.2.1.dev20221223 Dec 23, 2022
0.2.1.dev20221222 Dec 22, 2022
0.2.1.dev20221221 Dec 21, 2022
0.2.1.dev20221220 Dec 20, 2022
0.2.1.dev20221219 Dec 19, 2022
0.2.1.dev20221218 Dec 18, 2022
0.2.1.dev20221217 Dec 17, 2022
0.2.1.dev20221216 Dec 16, 2022
0.2.1.dev20221215 Dec 15, 2022
0.2.1.dev20221214 Dec 14, 2022
0.2.1.dev20221213 Dec 13, 2022
0.2.1.dev20221212 Dec 12, 2022
0.2.1.dev20221211 Dec 11, 2022
0.2.1.dev20221210 Dec 10, 2022
0.2.1.dev20221209 Dec 09, 2022
0.2.1.dev20221208 Dec 08, 2022
0.2.1.dev20221207 Dec 07, 2022
0.2.1.dev20221206 Dec 06, 2022
0.2.1.dev20221205 Dec 05, 2022
0.2.1.dev20221204 Dec 04, 2022
0.2.1.dev20221203 Dec 03, 2022
0.2.1.dev20221202 Dec 02, 2022
0.2.1.dev20221201 Dec 01, 2022
0.2.1.dev20221130 Nov 30, 2022
0.2.1.dev20221129 Nov 29, 2022
0.2.1.dev20221128 Nov 28, 2022
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0.2.1.dev20221125 Nov 25, 2022
0.2.1.dev20221124 Nov 24, 2022
0.2.1.dev20221123 Nov 23, 2022
0.2.1.dev20221122 Nov 22, 2022
0.2.1.dev20221121 Nov 21, 2022
0.2.1.dev20221120 Nov 20, 2022
0.2.1.dev20221119 Nov 19, 2022
0.2.1.dev20221118 Nov 18, 2022
0.2.1.dev20221117 Nov 17, 2022
0.2.1.dev20221116 Nov 16, 2022
0.2.1.dev20221115 Nov 15, 2022
0.2.1.dev20221114 Nov 14, 2022
0.2.1.dev20221113 Nov 13, 2022
0.2.1.dev20221112 Nov 12, 2022
0.2.1.dev20221111 Nov 11, 2022
0.2.1.dev20221110 Nov 10, 2022
0.2.1.dev20221109 Nov 09, 2022
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0.2.1.dev20221107 Nov 07, 2022
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0.2.1.dev20221103 Nov 03, 2022
0.2.1.dev20221102 Nov 02, 2022
0.2.1.dev20221101 Nov 01, 2022
0.2.1.dev20221031 Oct 31, 2022
0.2.1.dev20221030 Oct 30, 2022
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0.2.1.dev20221027 Oct 27, 2022
0.2.1.dev20221026 Oct 26, 2022
0.2.1.dev20221025 Oct 25, 2022
0.2.1.dev20221024 Oct 24, 2022
0.2.1.dev20221023 Oct 23, 2022
0.2.1.dev20221022 Oct 22, 2022
0.2.1.dev20221021 Oct 21, 2022
0.2.1.dev20221020 Oct 20, 2022
0.2.1.dev20221019 Oct 19, 2022
0.2.1.dev20221018 Oct 18, 2022
0.2.1.dev20221017 Oct 17, 2022
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0.2.0 Oct 13, 2022
0.2.0.dev20221013 Oct 13, 2022
0.2.0.dev20221012 Oct 12, 2022
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0.1.1 Oct 10, 2022
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0.1.1.dev20221009 Oct 09, 2022
0.1.1.dev20221008 Oct 08, 2022
0.1.1.dev20221007 Oct 07, 2022
0.1.1.dev20221006 Oct 06, 2022
0.1.1.dev20221005 Oct 05, 2022
0.1.1.dev20221004 Oct 04, 2022
0.1.1.dev20221003 Oct 03, 2022
0.1.1.dev20221002 Oct 02, 2022
0.1.1.dev20221001 Oct 01, 2022
0.1.1.dev20220930 Sep 30, 2022
0.1.1.dev20220929 Sep 29, 2022
0.1.1.dev20220928 Sep 28, 2022
0.1.1.dev20220927 Sep 27, 2022
0.1.1.dev20220926 Sep 26, 2022
0.1.1.dev20220925 Sep 25, 2022
0.1.1.dev20220924 Sep 24, 2022
0.1.1.dev20220923 Sep 23, 2022
0.1.1.dev20220922 Sep 22, 2022
0.1.1.dev20220921 Sep 21, 2022
0.1.1.dev20220920 Sep 20, 2022
0.1.1.dev20220919 Sep 19, 2022
0.1.1.dev20220918 Sep 18, 2022
0.1.1.dev20220917 Sep 17, 2022
0.1.1.dev20220916 Sep 16, 2022
0.1.1.dev20220915 Sep 15, 2022
0.1.1.dev20220914 Sep 14, 2022
0.1.1.dev20220913 Sep 13, 2022
0.1.1.dev20220912 Sep 12, 2022
0.1.1.dev20220911 Sep 11, 2022
0.1.1.dev20220910 Sep 10, 2022
0.1.1.dev20220909 Sep 09, 2022
0.1.1.dev20220908 Sep 08, 2022
0.1.1.dev20220907 Sep 07, 2022
0.1.1.dev20220906 Sep 06, 2022
0.1.1.dev20220905 Sep 05, 2022
0.1.1.dev20220904 Sep 04, 2022
0.1.1.dev20220903 Sep 03, 2022
0.1.1.dev20220902 Sep 02, 2022
0.1.1.dev20220901 Sep 01, 2022
0.1.1.dev20220831 Aug 31, 2022
0.1.1.dev20220830 Aug 31, 2022
0.1.0 Aug 31, 2022
0.1.0a0 Jun 10, 2022
0.1.0.dev20220830 Aug 31, 2022

Wheel compatibility matrix

Platform Python 3
any

Files in release

Extras: None
Dependencies:
docstring-parser (>=0.12)
termcolor (>=1.1.0)