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this post was submitted on 15 Feb 2024
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Autism
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Agreed. I’ve dabbled in it some but I’m no expert, maybe someone else could chime in. I just haven’t found anything that works quite as well as Pi yet and it was really intriguing to say the least. You can even talk to it verbally back and forth like a phone call
I would love to be corrected, but when I looked into it, it sounded like you'd probably want 32gb VRAM or better for actual chat ability. You have to have enough memory to load the model, and anything not handled by your GPU takes a major performance hit. Then, you probably want to aim for a 72 billion parameter model. That's a decently conversational level and maybe close to the one you're using (but it's possible they're higher? I'm just guessing). I think 34B models are comparatively more prone to hallucination and inaccuracy. It sounded like the 32GB VRAM was kinda entry point for the 72B models so I stopped looking, because I can't afford that.
So somebody with more experience or knowledge can hopefully correct me or give a better explanation, but just in case, maybe this is a helpful starting point for someone.
You can download models on huggingface.co and interact with them through a web-ui like this one.
I am no expert either, but I once trained and ran an AI chat bot of my own. With a decently powerful Nvidia GPU it could output a message every 20-ish seconds (which is still too slow if you want to keep the conversation at a decent pace). I also tried it without a GPU, just running on my CPU (on a PC that had an AMD GPU which is about the same as not having one for ML applications) and it was of course noticeably slower. About 3 minutes per message, give or take.
And bear in mind, this was with an old and comparatively tiny model, something like Pi would be much more demanding, the replies my model produced hardly made any sense most of the times.
Thats pretty awesome. I only know of mycroft which is an assistant like siri and also only partially selfhosted. I havent had the patience to dabble with this yet. My forte are fediverse instances, a raspi smart tv and home automation. I have used AI for image recognition in nextcloud - both selfhosted obviously - but thats it.