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Some tips for this repo. #14

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GuokaiLiu opened this issue Jul 21, 2023 · 0 comments
Open

Some tips for this repo. #14

GuokaiLiu opened this issue Jul 21, 2023 · 0 comments

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@GuokaiLiu
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GuokaiLiu commented Jul 21, 2023

This repo with videos is helpful to me.
Nevetheless, I still met some issues.
May the following tips save your time.

  1. [Linux:Yes, Windows:No] Bitsandbytes is officially maintained on Linux. Hence, you may not use the 4-bit, 8-bit model on a Windows platform.
  2. [Need fine-tune:Yes, Directly use:No] Firstly, you should train the 4-bit model from scratch. Secondly, you can get the fine-tuned model in the output folder. Finally, you can check the results in the notebook and compare the performance with/without fine-tuning.
  3. [P40x1-4-bit-model:Yes, V100x1-bfloat16-model:No] Currently, you can fine-tune the 4-bit-model with a P40-GPU (24G) on Linux, but you can not fine-tune the bfloat16 model with a V100-GPU(32G) on Windows.
  4. [Training time based on the default settings]: 4950 iteration in total, 300 iterations for the first 55 min, hence, the whole fine-tunning would take about 15 hours.
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