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Use Matryoshka + Binary Quantisation Embeddings #260

@qazisaad

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@qazisaad

Ragatouille supports using models for encoding trained on Matryoshka embeddings but I wasn't able to find a way to use them for indexing. Secondly although ragatouille supports storing compressed vectors to disk but it would be great to combine them with binary/int 8 quantised embeddings. Would love to contribute if it's feasible.

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