r/MachineLearning · · 1 min read

Help With Choosing Hardware [P]

Mirrored from r/MachineLearning for archival readability. Support the source by reading on the original site.

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I am going to fine-tune a satire model, with the base model being `Qwen3.5-14B-Base`. The dataset has ~18000 examples, most of which are pretty long and do not align with the model's internal knowledge (they have incorrect answers to facts), so I needed to do a full fine tune rather than use LoRA.

Today, I rented a cloud computer on vast.ai. It had 4x12GB GPUs and 48GB of system RAM, but I feel stupid because it kept running out of memory when I tried training, and I kept trying to change settings rather than just renting a different computer, so I basically wasted $3. I underestimated how much RAM would be needed for this task.

So, I would like to know if any of you have some recommendations for proper hardware to use.

submitted by /u/minedroid1
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