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latency vs throughput for small deployments on Threadripper box - Printable Version

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latency vs throughput for small deployments on Threadripper box - tensorport - 09-01-2026

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

After a few runs on B200, I ended up with decent performance, but the setup only really made sense once I adjusted around tokens/sec.

Nothing scientific here, just practical notes from a real setup. At this point the real bottleneck is my patience.


Re: latency vs throughput for small deployments on Threadripper box - tensorfield88 - 09-01-2026

Did a small comparison this afternoon. I couldn't reproduce the slowdown until I pushed context much higher.


Re: latency vs throughput for small deployments on Threadripper box - signalcraft14 - 09-02-2026

Thanks, that helps. That matches what I saw on GB200. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.


Re: latency vs throughput for small deployments on Threadripper box - sparrowshed - 09-02-2026

Quote:Thanks, that helps. That matches what I saw on GB200. I got better results once I stopped chasing one metric and just looked at whether the workflow f

Appreciate the detail. That matches what I saw on mini PC.


Re: latency vs throughput for small deployments on Threadripper box - turboscope5 - 09-02-2026

I'd approach it in a boring order. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at router policy. Not glamorous advice, but repeatable baselines save a lot of time.


Re: latency vs throughput for small deployments on Threadripper box - kernelrunner - 09-03-2026

Quote:I'd approach it in a boring order. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at router policy. Not glamo

Good point. That matches what I saw on 5090. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.


Re: latency vs throughput for small deployments on Threadripper box - localpatch - 09-03-2026

A couple questions before I guess too hard. Are you testing this on A6000 or something else?