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NVFP4 / INT4 tradeoffs: setup advice - Printable Version

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NVFP4 / INT4 tradeoffs: setup advice - vramarch - 09-28-2026

Posting this in case it saves someone else a little time.

I'm helping a small team set up a local workflow. We don't need a giant stack, but we do care about reranking.

Simple and boring is a valid answer.


Re: NVFP4 / INT4 tradeoffs: setup advice - flintriver50 - 09-29-2026

Ran a quick check on my box. On 5090 with Ollama, I saw basically the same behavior.


Re: NVFP4 / INT4 tradeoffs: setup advice - papermixer4 - 09-29-2026

Quote:Ran a quick check on my box. On 5090 with Ollama, I saw basically the same behavior.

I'd approach it in a boring order. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at quant drift.


Re: NVFP4 / INT4 tradeoffs: setup advice - routecraft - 09-30-2026

A couple questions before I guess too hard. Is this local-only or are you routing anything externally? Turns out 'just one more test' was a lie.


Re: NVFP4 / INT4 tradeoffs: setup advice - southpatch - 09-30-2026

Need a little more detail here. Are you testing this on GB200 or something else?


Re: NVFP4 / INT4 tradeoffs: setup advice - vramridge - 10-02-2026

I'd start with the simpler stack.


Re: NVFP4 / INT4 tradeoffs: setup advice - batchsize - 10-02-2026

that fixed it for me too.


Re: NVFP4 / INT4 tradeoffs: setup advice - labnest - 10-02-2026

Quote:that fixed it for me too.

My first guess would be this: Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at token cost. Not glamorous advice, but repeatable baselines save a lot of time.


Re: NVFP4 / INT4 tradeoffs: setup advice - cudascope - 10-05-2026

I tested this tonight. My result was mixed: first run looked bad, second run looked normal. The surprise was that memory pressure showed up before throughput collapsed.


Re: NVFP4 / INT4 tradeoffs: setup advice - phaseshed - 10-05-2026

Tried to reproduce it just now. I couldn't reproduce the slowdown until I pushed context much higher.