Is there some resource to benchmark LLM performance on a hardware

As the title suggests, basically i have a few LLM models and wanted to see how they perform with different hardware (Cpus only instances, gpus - t4, v100, a100). Ideally it's to get an idea on the performance and overall price(vm hourly rate/ efficiency)

Currently I've written a script to calculate ms per token, ram usage(memory profiler), total time taken.

Wanted to check if there are better methods or tools. Thanks!

4 points · 4 comments · view on lemmy.world

4 Comments

manitcor@lemmy.intai.tech · 1 pts · 3y (3 replies)

I've seen a couple around, grabbed this one off my list:

lm-evaluation-harness

circle@lemmy.world · 2 pts · 3y (2 replies)

Thanks. Does this also conduct compute benchmarks too? Looks like this is more focused on model accuracy (if I'm not wrong)

manitcor@lemmy.intai.tech · 1 pts · 3y (1 reply)

seems like, keep an eye, when i run across one I will post it, usually to the model's community.

circle@lemmy.world · 2 pts · 3y

sure, thank you!