v0.6.1
Highlights
Dark mode support
| Light mode | Dark mode |
|---|---|
 |
 |
Gunicorn support
optuna-dashboard uses wsgiref module which is NOT suitable for the production use since it has not been reviewed for security issues. From v0.6.1 release, you can use "--server gunicorn" option to run more secure and faster. If you want to know more about Gunicorn, please check the documentation.
$ pip install gunicorn
$ optuna-dashboard sqlite:///db.sqlite3 --server gunicorn
A component to take a memo
You can freely write anything in a Note area. The text is stored in study's system_attrs with version control, so it is prohibited to accidentally overwrite existing text.
optuna-dashboard-note.mp4
An official Docker image
You can use an official Docker image instead of setting up your Python environment. The Docker image only supports SQLite3, MySQL(PyMySQL), and PostgreSQL(Psycopg2).
# SQLite3
$ docker run -it --rm -p 8080:8080 -v `PWD`:/app -w /app ghcr.io/optuna/optuna-dashboard sqlite:///db.sqlite3
# MySQL (PyMySQL)
$ docker run -it --rm -p 8080:8080 ghcr.io/optuna/optuna-dashboard mysql+pymysql://username:password@hostname:3306/dbname
# PostgreSQL (Psycopg2)
$ docker run -it --rm -p 8080:8080 ghcr.io/optuna/optuna-dashboard postgresql+psycopg2://username:password@hostname:5432/dbname
Stable Python interface
optuna-dashboard now provides stable Python interfaces.
run_server(storage: Union[str, BaseStorage], host: str = 'localhost', port: int = 8080) -> None
Start running optuna-dashboard and blocks until the server terminates.
This function uses wsgiref module which is not intended for the production use.
wsgi(storage: Union[str, BaseStorage]) -> WSGIApplication
This function exposes WSGI interface for people who want to run on the
production-class WSGI servers like Gunicorn or uWSGI.
Changes
New features
- Provide stable Python API by @c-bata in #167
- Add --server option for Gunicorn support by @c-bata in #168
- Dark Mode Support by @c-bata in #172
- Find study by keywords by @c-bata in #178
- Hide intermediate values chart if no intermediate values by @c-bata in #179
- Note component to set study's description by @c-bata in #180
Bug fixes
Other improvements
- Publish an official Docker image by @c-bata in #146
- Avoid using Python 3.10 to run integration tests. by @c-bata in #148
- FIX #142 Responsive width large screens by @ezioishan in #149
- Bump tmpl from 1.0.4 to 1.0.5 by @dependabot in #152
- Bump ansi-regex from 5.0.0 to 5.0.1 by @dependabot in #151
- Bump axios from 0.21.1 to 0.21.2 by @dependabot in #150
- Fix Dockerfile by @c-bata in #158
- Publish a Docker image to GitHub Container Registry. by @c-bata in #157
- Update the usage of docker image by @c-bata in #159
- Upgrade node version to v16 by @c-bata in #160
- Add FloatDistribution and IntDitribution for Optuna v3 release. by @c-bata in #162
- Bump follow-redirects from 1.14.6 to 1.14.8 by @dependabot in #165
- Make all functions private except for the stable Python interface by @c-bata in #169
- Fix type hints and improve README by @c-bata in #170
- Migrate to MUI v5 by @c-bata in #171
- Update plotly.js and recoil.js by @c-bata in #173
- Add title attr to buttons by @c-bata in #174
- Improve build performance by @c-bata in #175
- Add some UI improvements. by @c-bata in #177
- Show animated SVG while loading bundle.js by @c-bata in #181
- Implement in-memory cache for hyperparameter importance by @c-bata in #182
- Set favicon.ico by @c-bata in #183
- Refactor project structure by @c-bata in #184
- Use webpack CompressionPlugin (4MB -> 1.2MB) by @c-bata in #185
- Disable gzip when DEBUG mode is enabled by @c-bata in #186
- Reduce Cumulative Layout Shift for better user experience. by @c-bata in #187
- Debounce input to create new study by @c-bata in #188
- Refactor graph layouts by @c-bata in #190
- Use plotly.js-dist-min to reduce bundle.js. by @c-bata in #191
- Add some minor improvements by @c-bata in #192
- Bump the version up to v0.6.0 by @c-bata in #189
New Contributors
- @ezioishan made their first contribution in #149
Full Changelog: v0.5.0...v0.6.1
