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This keeps coming up in conversation so I figured I'd start a thread.
One thing I keep noticing is that people underestimate MoE serving until they actually try to run this stuff for more than one afternoon.
Maybe obvious to some of you, but it clicked for me this week.
For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.
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A couple things I'd check first. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at consumer GPUs. Once you know the plain path works, then add the faster path back in piece by piece.
team red, team patient
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that fixed it for me too.
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I tested this tonight. My result was mixed: first run looked bad, second run looked normal. I expected the model choice to matter more than it did.
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I'd approach it in a boring order. If you're on vLLM, I'd confirm the version first and then reduce variables until the behavior is obvious. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.
measure twice, benchmark three times
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A couple things I'd check first. On GB200, the easiest win is often to back off the aggressive settings and see whether the problem survives.
learning in public
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I hit almost the same issue last night.
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A couple things I'd check first. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at INT4.