lightgbm 4.6.0

LightGBM Python-package

Stars: 18086, Watchers: 18086, Forks: 3981, Open Issues: 473

The microsoft/LightGBM repo was created 9 years ago and the last code push was 4 days ago.
The project is extremely popular with a mindblowing 18086 github stars!

How to Install lightgbm

You can install lightgbm using pip

pip install lightgbm

or add it to a project with poetry

poetry add lightgbm

Package Details

Author

None

License

The MIT License (MIT) Copyright (c) Microsoft Corporation Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Homepage

https://github.com/microsoft/LightGBM

PyPi:

https://pypi.org/project/lightgbm/

Documentation:

https://lightgbm.readthedocs.io/en/latest/

GitHub Repo:

https://github.com/microsoft/LightGBM

Classifiers

• Scientific/Engineering/Artificial Intelligence

Related Packages

Errors

A list of common lightgbm errors.

Code Examples

Here are some lightgbm code examples and snippets.

GitHub Issues

The lightgbm package has 473 open issues on GitHub

• WIP: [python-package] [dask] [ci] fix predict() type hints, enforce mypy in CI
• [c++] fix: fail fast if distributed connection retries exhausted
• [python-package] [ci] use 'auditwheel' to check GLIBC versions for Linux wheels, update wheel tags
• WIP: [docs] [ci] always use Sphinx >=9
• [python-package] fix test_numeric_split_direction to test all parameter combinations
• release v4.7.0
• [python-package] fix misleading redundant parameter warnings in Booster.refit()
• [CUDA] Fix division by zero in histogram construction with discrete data
• [CUDA] SIGFPE (Floating point exception) with discrete data when n_unique_values * n_features exceeds threshold
• [swig] How to build lightgbmlib-3.3.510.jar from source code?
• [R-package] R package cannot be built with GPU (OpenCL/CUDA) on Linux (v4.6.0)
• WIP: [ci] move CI container images to GHCR, workflows to this repo
• how to use customized metrics for early stop
• LightGBM model giving different results in different environments
• [ROCm] add ROCm support (pt. 2)

See more issues on GitHub