this post was submitted on 02 Apr 2025
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Consumer GPUs to run LLMs (lemmy.dbzer0.com)
submitted 3 days ago* (last edited 3 days 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 1 points 1 day ago (1 children)

Yeah, for sure. That I was aware of.

We were focusing on the Mini instead because... well, if the OP is fretting about going for a big GPU I'm assuming we're talking user-level costs here. The Mini's reputation comes from starting at 600 bucks for 16 gigs of fast shared RAM, which is competitive with consumer GPUs as a standalone system. I wanted to correct the record about the 24Gig starter speccing up to 64 because the 64 gig one is still in the 2K range, which is lower than the realistic market prices of 4090s and 5090s, so if my priority was running LLMs there would be some thinking to do about which option makes most sense in the 500-2K price range.

I am much less aware of larger options and their relative cost to performance because... well, I may not hate LLMs as much as is popular around the Internet, but I'm no roaming cryptobro, either, and I assume neither is anybody else in this conversation.

[–] SL3wvmnas@discuss.tchncs.de 1 points 22 hours ago (1 children)

4090s are what price now? Didn't keep track, I'm astonished. never thought I'd see the day when Apples RAM pricing is seen as competitive.

[–] MudMan@fedia.io 2 points 21 hours ago

A quick look at US Amazon spits out that the only 24Gb card in stock is a 3090 for 1500 USD. A look at the European storefront shows 2400EUR for a 4090. Looking at other assorted stores shows a bunch of out of stock notices.

It's quite competitive, I'm afraid. Things are very stupid at this point and for obvious reasons seem poised to get even dumber.