Re: Increasing IndexTupleData.t_info from uint16 to uint32
От | Matthias van de Meent |
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Тема | Re: Increasing IndexTupleData.t_info from uint16 to uint32 |
Дата | |
Msg-id | CAEze2WiqzsdHw24cxjVTtsd2ZbYtrUrXWh0GDzVyCpUpY5upCQ@mail.gmail.com обсуждение исходный текст |
Ответ на | Increasing IndexTupleData.t_info from uint16 to uint32 (Montana Low <montana@postgresml.org>) |
Ответы |
Re: Increasing IndexTupleData.t_info from uint16 to uint32
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Список | pgsql-hackers |
On Thu, 18 Jan 2024 at 13:41, Montana Low <montana@postgresml.org> wrote: > > The overall trend in machine learning embedding sizes has been growing rapidly over the last few years from 128 up to 4Kdimensions yielding additional value and quality improvements. It's not clear when this trend in growth will ease. Theleading text embedding models generate now exceeds the index storage available in IndexTupleData.t_info. > > The current index tuple size is stored in 13 bits of IndexTupleData.t_info, which limits the max size of an index tupleto 2^13 = 8129 bytes. Vectors implemented by pgvector currently use a 32 bit float for elements, which limits vectorsize to 2K dimensions, which is no longer state of the art. > > I've attached a patch that increases IndexTupleData.t_info from 16bits to 32bits allowing for significantly larger indextuple sizes. I would guess this patch is not a complete implementation that allows for migration from previous versions,but it does compile and initdb succeeds. I'd be happy to continue work if the core team is receptive to an updatein this area, and I'd appreciate any feedback the community has on the approach. I'm not sure why this is needed. Vector data indexing generally requires bespoke index methods, which are not currently available in the core PostgreSQL repository, and indexes are not at all required to utilize the IndexTupleData format for their data tuples (one example of this being BRIN). The only hard requirement in AMs which use Postgres' relfile format is that they follow the Page layout and optionally the pd_linp/ItemId array, which limit the size of Page tuples to 2^15-1 (see ItemIdData.lp_len) and ~2^16-bytes (PageHeaderData.pd_pagesize_version). Next, the only non-internal use of IndexTuple is in IndexOnlyScans. However, here the index may fill the scandesc->xs_hitup with a heap tuple instead, which has a length stored in uint32, too. So, I don't quite see why this would be required for all indexes. Kind regards, Matthias van de Meent Neon (https://neon.tech)
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