rpgoldman

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> Hi @rpgoldman , thanks for the contributions to the documentation. These are much needed! > > The diagram is great. Could you remove the other image formats and add...

P.S. I don't know what the Ruff fix is, I'm afraid. If there's a pointer somewhere that explains it, please let me know.

> The KNNFewShot optimizer essentially clusters the provided set of training examples and applies the fewshot optimization given this example clustering. Feel free to check out this reference notebook for...

> > Would it be OK to retain the .dot file, since that is the source of all the other formats? Would it help to put a comment into the...

I added a comment to the markdown to explain the process of generating the class hierarchy figure, so that it can be updated later.

> > One thing I still don't understand is why the term valset is used for the argument instead of devset. I will see about tweaking the docstring to clarify...

If you are happy with what's there now, I think it's ok to merge.

@arnavsinghvi11 Your explanation of KNN was very helpful; I pulled a couple of sentences into the Markdown.

P.S. The pointer to the KNN notebook probably should go somewhere else, but I suggest keeping it here until there's a page for the KNN optimizer added to the Teleprompters/Optimizers...