optuna-dashboard
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Automatic API polling interval control for live-updating graphs.
To display latest information of Optuna's execution, Optuna Dashboard polls JSON API periodically. Optuna Dashboard users can choose the interval second via drop-down menu on the AppBar (e.g. 10s, 30s, 60s, and stop).
However, I actually hope that any kinds of settings are removed as possible as I can. It makes Optuna Dashboard simpler and easy-to-use, I believe. We may control the polling interval automatically like following approaches:
- Start with the short interval such as 5 seconds.
- Make the interval longer if there are no updates within last two API requests (5sec -> 10sec -> 30sec -> 60sec -> 10min).
- Make the interval shorter if there are updates every time.