Andrey Vasnetsov

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* `hnsw_ef=None` - is considerred same as not specifying it explicitly, so behaviour is correct * `hnsw_ef=0` - EF is always clipped to the `limit` of the search, so if...

> Can I build payload indexes for already existing vector and collections? you can, but it is not recommended. You can follow this course for more details https://qdrant.tech/course/essentials/day-2/

hey @Vaibhav-Anurag, thanks for the PR! Could you please share benchmark scripts you were using and how it affected the performce, that would significantly simplify the review.

hm, results look like they all are almost exctly took 10s. This looks supecious, do you have explanation for that?

hey @Vaibhav-Anurag, sorry for the delay. I had a deeper look and unfortunatelly I am not entirely convinced with benchmarks and implementation. Here is what I suggest: - Having configurable...

We do not plan to extend full-storage snapshot functionality. But here is an example of how to create and restore collection snapshots in the distributed mode: https://qdrant.tech/documentation/tutorials/create-snapshot/

Hi @MaximilianAzendorf, unfortunately there are a lot of critical functions that depend on having original vectors. Additionally, the main purpose of quantization was to reduce RAM usage, while disk space...