GMUM Continual Learning Framework

Jan Miksa, Patryk Krukowski @ GMUM JU

Work in progress...

Python 3.8 due to Continuum dependency.

Based on: https://github.com/OneAndZero24/local-cl

Features

• YAML Configuration
• Lightning Fabric
• Custom Plugin System for Methods
• Incremental Classifier

Method	Status	Scenario	Status
Naive	✅	CI	✅
LwF	✅	DI	✅
EWC	✅	TI	✅
Sharpening	✅	II	✅
SI	✅	Permuted	⭕️
MAS	✅
Dreaming	✅

TODO

• Fix all composer configs
• Add more methods
• PyPI Release, Pipeline is ready

Example

Example can be found in tests/example_usage.py. It demonstrates how to use the gmumcl package after installation.

Acknowledgements

• Project Structure based on template by Bartłomiej Sobieski