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Add sparse keyword search and BM25 #44

@mtbarta

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@mtbarta

As with all other vector databases, we should support traditional search as well.

While sparse search isn't as necessary with colbert-style retrieval, it gives us more options to tradeoff latency and recall. It also enables more direct comparisons to our competitors.

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