this post was submitted on 02 Apr 2025
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Consumer GPUs to run LLMs (lemmy.dbzer0.com)
submitted 3 weeks ago* (last edited 3 weeks ago) by marauding_gibberish142@lemmy.dbzer0.com to c/selfhosted@lemmy.world
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Not sure if this is the right place, if not please let me know.

GPU prices in the US have been a horrific bloodbath with the scalpers recently. So for this discussion, let's keep it to MSRP and the lucky people who actually managed to afford those insane MSRPs + managed to actually find the GPU they wanted.

Which GPU are you using to run what LLMs? How is the performance of the LLMs you have selected? On an average, what size of LLMs are you able to run smoothly on your GPU (7B, 14B, 20-24B etc).

What GPU do you recommend for decent amount of VRAM vs price (MSRP)? If you're using the TOTL RX 7900XTX/4090/5090 with 24+ GB of RAM, comment below with some performance estimations too.

My use-case: code assistants for Terraform + general shell and YAML, plain chat, some image generation. And to be able to still pay rent after spending all my savings on a GPU with a pathetic amount of VRAM (LOOKING AT BOTH OF YOU, BUT ESPECIALLY YOU NVIDIA YOU JERK). I would prefer to have GPUs for under $600 if possible, but I want to also run models like Mistral small so I suppose I don't have a choice but spend a huge sum of money.

Thanks

You can probably tell that I'm not very happy with the current PC consumer market but I decided to post in case we find any gems in the wild.

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[–] MudMan@fedia.io 3 points 3 weeks ago

Thing is, you can trade off speed for quality. For coding support you can settle for Llama 3.2 or a smaller deepseek-r1 and still get most of what you need on a smaller GPU, then scale up to a bigger model that will run slower if you need something cleaner. I've had a small laptop with 16 GB of total memory and a 4060 mobile serving as a makeshift home server with a LLM and a few other things and... well, it's not instant, but I can get the sort of thing you need out of it.

Sure, if I'm digging in and want something faster I can run something else in my bigger PC GPU, but a lot of the time I don't have to.

Like I said below, though, I'm in the process of trying to move that to an Arc A770 with 16 GB of VRAM that I had just lying around because I saw it on sale for a couple hundred bucks and I needed a temporary GPU replacement for a smaller PC. I've tried running LLMs on it before and it's not... super fast, but it'll do what you want for 14B models just fine. That's going to be your sweet spot on home GPUs anyway, anything larger than 16GB and you're talking 3090, 4090 or 5090, pretty much exclusively.