I’m curious about how good the performance with local LLMs is on ‘outdated’ hardware like the author’s 2060. I have a desktop with a 2070 super that it could be fun to turn into an “AI server” if I had the time…
I've been playing with some LLMs like Llama 3 and Gemma on my 2080Ti. If it fits in GPU memory the inference speed is quite decent. However I've found quality of smaller models to be quite lacking. The Llama 3.2 3B for example is much worse than Gemma2 9B, which is the one I found performs best while fitting comfortably. Actual sentences are fine, but it doesn't follow prompts as well and it doesn't "understand" the…
I tried gemma-2-27b-it-Q4_K_L but it's not as good, despite being larger.
Using llama.cpp and models from here[1].