ChainerUI v0.2, v0.3
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ChainerUI is an open-source UI toolkit for visualizing and managing Chainer training jobs. The latest version is 0.2.0 and version 0.3 is under development with improvements to performance, richer UX, and image APIs. It allows users to manage training jobs, view logs and charts, take snapshots, adjust hyperparameters, and stop jobs from a browser-based UI.
ChainerUI v0.2, v0.3
- 1. Apr. 25th, 2018 @Preferred Networks ChainerUI about v0.2, and v0.3
- 2. ChainerUI - mission - Provide useful user interface for Chainer users!
- 3. Basic information - github: https://github.com/chainer/chainerui - doc: https://docs.chainer.org/en/stable/ - MIT license - latest: v0.2.0 - announce: - JP: https://research.preferred.jp/2017/12/chainerui-release/ - EN: https://preferredresearch.jp/2017/12/20/chainerui-release/
- 4. Quick introduction $ pip install chainerui $ chainerui db create $ chainerui db upgrade $ chainerui project create -d /path/to/result $ chainerui server
- 5. Getting Started Official document: http://chainerui.readthedocs.io/en/latest/getstart.html (JP) Tutorial by KIKAGAKU: https://qiita.com/yoshizaki_kkgk/items/2e4021c614529ab 9ba7b Thank you!
- 6. Main flow projects page plot page result detail page
- 7. Projects page - show project list - one project: one directory
- 8. Plot page - show logs - as chart - result of training job with experimental conditions
- 9. result detail page - detail information about a training job - operate training loop - take snapshot - adjust hyperparam - stop loop
- 10. Engineering Research Manage training jobs Show log chart Take a snapshot Change hyper params Stop a job Show intermediate images Show histogram of hidden layer Visualize feature Visualize graph network Current ChainerUI covers Interest area for many researcher
- 11. Engineering Research Manage training jobs Show log chart Take a snapshot Change hyper params Stop a job Show intermediate images Show histogram of hidden layer Visualize feature Visualize graph network https://github.com/tensorflow/lucid
- 12. Performance Improvement - reduce ineffective API call (v0.3) - skip non updated files (v0.3) - change data format (string -> msgpack) (v0.3) - sampled loader (developing)
- 13. Richer UX - result name align (v0.3) - Introduce richer table on result table (developing)
- 14. Image API - ImageReport extension (developing)
- 15. How to upgrade (after v0.3 release) $ # stop chainerui server $ pip install -U chainerui $ chainerui db create $ chainerui db upgrade $ chainerui server
- 16. Roadmap - v0.3 (end of Apl. mid-May) - v0.4 (TBD) - improve performance - async load / background load - improve UX - easy to distinguish each log chart - add other visualization - static graph / statistics of hidden layer / etc.