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Chillee avatar Chillee commented on July 16, 2024

What is a "normal implementation" of the model?

To be clear, the metric reported here is also sometimes called "tokens per second per user" (i.e. the latency for a single request). So the benchmarks here are all run with BS=1. I think the number you're getting (65 tokens per second) is pretty close to the peak you can get on your hardware (since 65 * 7 * 2 = 910 GB/s, while the 4090 has 1 TB/s of memory bandwidth).

If you're running with a larger batch size you can easily obtain more "tokens/s".

from gpt-fast.

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