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Running PPO with fewer GPUs about alpaca_farm HOT 3 CLOSED

shunzh avatar shunzh commented on August 17, 2024
Running PPO with fewer GPUs

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Comments (3)

lxuechen avatar lxuechen commented on August 17, 2024 2

Thanks for your interest! We haven't tested the current implementation on fewer than 8 GPUs for this particular instruction-following setup. But there are several things you may try

  • low precision training, e.g., with bnb
  • quantized training
  • LoRA or other adapters

There are also recent approaches that combine several paradigms above such as QLoRA.

We're working on some code that would make this training much easier, but we don't have a timeline for that yet.

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Wallace-222 avatar Wallace-222 commented on August 17, 2024

May I know if there is any updates? Thanks a lot.

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rtaori avatar rtaori commented on August 17, 2024

Hi,
We don't have an updated timeline for this, sorry about that - it's not currently on our near-term roadmap. We'd be happy to accept any PRs that implement this, but until then closing this issue as it's getting stale.

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