Inference
do you even need a vector DB here - Printable Version

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do you even need a vector DB here - torchsmith25 - 10-10-2026

Did a bit of testing and thought I'd post the result here.

Short version: vLLM behaved well for me, but only after I stopped ignoring embeddings.

Nothing scientific here, just practical notes from a real setup.


Re: do you even need a vector DB here - sparrowhall - 10-10-2026

Tried to reproduce it just now. On dual 3090 with llama.cpp, I saw basically the same behavior.


Re: do you even need a vector DB here - cacheline - 10-10-2026

I'd start with the simpler stack.


Re: do you even need a vector DB here - rocmrunner40 - 10-10-2026

Can you fill in a bit more context? What model, what runtime, and roughly what context size?

There are a few different conversations hiding inside this thread, so being explicit about the goal helps.


Re: do you even need a vector DB here - phasescope - 10-13-2026

What exact setup are you running? Is this local-only or are you routing anything externally?


Re: do you even need a vector DB here - mangopeak72 - 10-13-2026

I'd approach it in a boring order. Before rebuilding anything, I'd test one clean baseline with Gemma and compare from there.


Re: do you even need a vector DB here - visionforge - 10-15-2026

I'd approach it in a boring order. On B200, the easiest win is often to back off the aggressive settings and see whether the problem survives. Not glamorous advice, but repeatable baselines save a lot of time.


Re: do you even need a vector DB here - circuitworks90 - 10-15-2026

Quote:I'd approach it in a boring order. On B200, the easiest win is often to back off the aggressive settings and see whether the problem survives. Not gla

A couple questions before I guess too hard. Is this local-only or are you routing anything externally?


Re: do you even need a vector DB here - byteyard - 10-15-2026

What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at batch size.


Re: do you even need a vector DB here - emberpeak - 10-16-2026

Quote:What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at batch size.

Not sure I agree there. I've seen people blame prefix caching when the real issue was much more mundane.