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Instruct-tune LLaMA on consumer hardware

16 mentions on Hacker News by 15 people: 5 stories, 11 comments · first 2023-03-14 · latest 2023-07-28

Mentions per year 16 mentions · busiest year 2023 (16)
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  1. …tons of them for other models, often Alpaca or LLaMA. This is a popular tool for finetuning Alpaca: https://github.com/tloen/alpaca-lora
    comment by fnordpiglet · 2023-07-28 · in LLMs Unleashed: The Power of Fine-Tuning
  2. …capable of guiding repairs, or at least try to do so. So far doing inference only as well. [1] https://github.com/tloen/alpaca-lora
  3. …about projects like https://github.com/ZrrSkywalker/LLaMA-Adapter https://github.com/microsoft/LoRA https://github.com/tloen/alpaca-lora and specifically the paper: https://arxiv.org/pdf/2106.09685.pdf Lora is just a way to re-train a…
  4. …the parent comment: 1. I had no idea what lora is or how it relates to alpaca. 2. I looked up https://github.com/tloen/alpaca-lora 3. I read the abstract of the Lora paper: https://arxiv.org/pdf/2106.09685.pdf…
  5. …soon, I'm confident, release e.g. an MIT-licensed equivalent and we'll all be off to the races. [0] https://github.com/tloen/alpaca-lora [1] https://crfm.stanford.edu/2023/03/13/alpaca.html
  6. …for: per_device_train_batch_size=1, per_device_eval_batch_size=1 - Fine-tuning dataset was based on https://github.com/tloen/alpaca-lora/raw/81eb72f707b0505a03b... with minor improvements; I'm going to publish my version soon - The…
  7. did you use the cleaned and improved alpaca dataset from https://github.com/tloen/alpaca-lora/issues/28 ?
  8. ▲ 449
    Show HN: Finetune LLaMA-7B on commodity GPUs using your own text
    story by lxe · 2023-03-22 · 98 comments
  9. Apparently can fine tune and run Alpaca-lora 7B using a single RTX 4090: https://github.com/tloen/alpaca-lora A few days ago before it was taken offline I did some tests I did with Alpaca-stanford. If I can run a GPT-3 level LLM in my…
  10. https://github.com/tloen/alpaca-lora
  11. Use this Alpaca replication instead https://github.com/tloen/alpaca-lora
  12. ▲ 2
    Code for reproducing the Stanford Alpaca InstructLLaMA on consumer hardware
    story by OkGoDoIt · 2023-03-16 · 0 comments
  13. …repo for converting the weights back into a PyTorch dump- and my changes have since been merged https://github.com/tloen/alpaca-lora/pull/19
  14. ▲ 6
    Alpaca-LoRA (LLaMA instruct fine-tune) – open-source training code and weights
    story by Tiberium · 2023-03-15 · 0 comments
  15. ▲ 8
    Alpaca-LoRA: finetuning LLaMA to text-DaVinci-003 quality on consumer hardware
    story by axel_hwang · 2023-03-15 · 0 comments
  16. ▲ 2
    Open source reproduction of Alpaca: instruction following LLAMA LLM
    story by distbit · 2023-03-14 · 0 comments