Hey everyone! I’ve been diving deep into the world of local AI recently, mostly playing around with LLMs and Stable Diffusion, but I’ve hit a wall with my current hardware. I really want to start experimenting with fine-tuning smaller models like Llama 3 or Mistral using LoRA, but my old card just isn't cutting it anymore and keeps crashing due to out-of-memory errors.
I’m on a pretty tight budget, ideally looking to spend under $400, but I’m torn on which direction to go. I know NVIDIA is basically a must because of CUDA support and library compatibility, but I’m struggling to decide between raw speed and VRAM capacity. I've been looking at a used RTX 3060 12GB because of that extra memory headroom, but then I see the RTX 4060 and wonder if the newer architecture is worth the trade-off in total VRAM. Is 12GB even enough for decent fine-tuning these days, or should I be looking at something like a used 3080 if I can find a deal?
I'm totally fine with buying used gear if it means getting better performance for the price. Given a $300-$400 limit, what do you think is the best value GPU that balances VRAM and processing power for a beginner getting into local model training?
yo, I went through this last year when I first started messin with local LLMs. honestly, I was sooo torn between getting the shiny new NVIDIA GeForce RTX 4060 8GB or an older card. I almost went with the 4060 because of the lower power draw, but man, I'm glad I didn't. 8GB is basically a trap for training. Here is what I found while comparing my options:
- NVIDIA GeForce RTX 3060 12GB: The VRAM king. Kinda slow but actually works for LoRA fine-tuning.
- NVIDIA GeForce RTX 4060 8GB: Fast and efficient, but those OOM errors are a nightmare for training.
- NVIDIA GeForce RTX 3080 10GB: Way faster, but usually costs more and lowkey has less VRAM than the 3060 which is weird. I ended up snagging a used ASUS Dual GeForce RTX 3060 12GB V2 for around $260 and it's been a total lifesaver. It actually lets me fit Mistral without crashing constantly. Anyway, hope my journey helps ur decision... gl!
basically training needs VRAM capacity over speed so 8GB cards dont cut it. I love my NVIDIA GeForce RTX 3060 12GB... its literally amazing for local training, trust me!
Noted!