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by infecto 879 days ago
Even on the production side there is something to be said about just doing things in memory, even over larger datasets. Certainly like all things there is a possible scale issue but I would much rather spin up a dedicated machine with a lot of memory than pay some of the wildly high fees for a Vector DB.

Not sure if others have gone down this path but I have been testing out ways to store vectors to disk in files for later retrieval and then doing everything in memory. For me the tradeoff of a sligtly slower response time was worth it compared to the 4-5 figure bill I would be getting from a vector DB otherwise.