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The FP8 trap: my GPU bill dropped 47% because the model was printing "!!!!!!"

Community description: I had one hour on an AMD MI300X and one question: what does a token actually cost on it? One GPU,...

Dev.to | Oct 6, 2026 | Throttle

Automated excerpt

At temperature 0, with the same 32 prompts, BF16 32B wrote about 6,900 output tokens per block. Output length matched BF16 within about 1% (72B: 6,361 vs 6,328 tokens per block). One session, one workload: short prompts, 256 output tokens, concurrency 32.

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