Move synaptic intelligence out of alpha stage

ContinualAI / avalanche

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

http://avalanche.continualai.org

MIT License

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Move synaptic intelligence out of alpha stage #824

Open tachyonicClock opened 3 years ago

tachyonicClock commented 3 years ago

Synaptic intelligence avalanche/training/plugins/synaptic_intelligence.py currently has the following warning

        warnings.warn("The Synaptic Intelligence plugin is in an alpha stage "
                      "and is not perfectly aligned with the paper "
                      "implementation. Please use at your own risk!")

As a researcher I would like it to be aligned with the paper and have appropriate tests to verify that.

tachyonicClock commented 3 years ago

I'm happy to be assigned to this if someone else isn't better suited

AndreaCossu commented 3 years ago

Hi @tachyonicClock ! In this repository we are reproducing results from the continual learning literature with avalanche. We already worked on Synaptic Intelligence and it seems we are able to reproduce their results. We need a bit of further inspection, but then we will be able to remove this warning :smile: