Refactor XAI functionality

squaredev-io / whitebox

[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes

https://squaredev.io/whitebox/

MIT License

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Refactor XAI functionality #146

Open stavrostheocharis opened 1 year ago

stavrostheocharis commented 1 year ago

Description The XAI pipeline runs produces a custom dictionary as an output. This output is not easy to be visualized in the streamlit. In addition, this XAI requires a connection with an S3 in order to get the data (model, etc.) from there.

Solution

[ ] Define and implement how the results should be visualized (the easiest way is to visualize the plot itself directly as produced by lime, the other case is to create a custom plot)

momegas commented 1 year ago

Where can the user upload a model? Does this exist in the UI now?

NickNtamp commented 1 year ago

This is a bit blur for me @stavrostheocharis . Can you please elaborate? No need for S3 connection is required for level0 of confidence.

momegas commented 1 year ago

We removed the S3, because it was confusing, so it is just the fix. I propose an endpoint that produces the image and a separate one that returns the normal json response. I propose we return the lime Dict here as is (typed of course)