Re: Increasing IndexTupleData.t_info from uint16 to uint32
От | Aleksander Alekseev |
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Тема | Re: Increasing IndexTupleData.t_info from uint16 to uint32 |
Дата | |
Msg-id | CAJ7c6TPntu8+KUqM6SKjfFwvcCNoCdTS8sPHL3xfvv83rf+CDA@mail.gmail.com обсуждение исходный текст |
Ответ на | Re: Increasing IndexTupleData.t_info from uint16 to uint32 (Matthias van de Meent <boekewurm+postgres@gmail.com>) |
Список | pgsql-hackers |
Hi, > > The overall trend in machine learning embedding sizes has been growing rapidly over the last few years from 128 up to4K dimensions 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. If I read this correctly, basically the patch adds 16 useless bits for all applications except for ML ones... Perhaps implementing an alternative storage specifically for ML using TAM interface would be a better approach? -- Best regards, Aleksander Alekseev
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