Integration libraries of Optuna.
Project description
Optuna-Integration
Optuna-Integration is an integration module of Optuna. This package allows us to use Optuna, an automatic Hyperparameter optimization software framework, integrated with many useful tools like PyTorch, sklearn, TensorFlow, etc.
Integrations
Optuna-Integration API reference is here.
- AllenNLP (example)
- Catalyst (example)
- Chainer (example)
- ChainerMN (example)
- Keras (example)
- skorch (example)
- tf.keras (example)
Installation
Optuna-Integration is available at the Python Package Index and on Anaconda Cloud.
# PyPI
$ pip install optuna-integration
# Anaconda Cloud
$ conda install -c conda-forge optuna-integration
Optuna-Integration supports from Python 3.7 to Python 3.10.
Also, we also provide Optuna docker images on DockerHub.
Communication
- GitHub Discussions for questions.
- GitHub Issues for bug reports and feature requests.
Contribution
Any contributions to Optuna-Integration are more than welcome!
For general guidelines how to contribute to the project, take a look at CONTRIBUTING.md.
Reference
Takuya Akiba, Shotaro Sano, Toshihiko Yanase, Takeru Ohta, and Masanori Koyama. 2019. Optuna: A Next-generation Hyperparameter Optimization Framework. In KDD (arXiv).
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file optuna-integration-3.2.0.tar.gz
.
File metadata
- Download URL: optuna-integration-3.2.0.tar.gz
- Upload date:
- Size: 24.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 298219b3d8946f356b023ab95d704803bd90e1dd42264aa4ccd4a1acd56d1bf1 |
|
MD5 | e4236ce477d2a637c68c7035c553d5a8 |
|
BLAKE2b-256 | 3d1d7442013646766811791689729ae45094ff708c0b6e4ae659d1cd73fecfe6 |
File details
Details for the file optuna_integration-3.2.0-py3-none-any.whl
.
File metadata
- Download URL: optuna_integration-3.2.0-py3-none-any.whl
- Upload date:
- Size: 24.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | b5787414c852b00eaf57c626248d92a740ecc6018d77409d7eb95250e17da430 |
|
MD5 | a47803802c849a8d588307bead0f88bc |
|
BLAKE2b-256 | 911a39805c73a3852c4e3a90d78b8f26e3154f44302fed2e91410c384e1a0385 |