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  1. README.md +2 -3
README.md CHANGED
@@ -25,7 +25,6 @@ $ nvidia-smi
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  ```
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  ## Fine-tuning
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- Details:
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  ```
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  3 epochs, all dataset samples (split=train), 939 steps
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  1 x GPU NVidia RTX 3060 12GB - max. GPU memory: 7.44 GB
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  ```
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- # Requirements
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  ```
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  pip install -q -U bitsandbytes
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  pip install -q -U git+https://github.com/huggingface/transformers.git
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  [https://github.com/nlpulse-io/sample_codes/tree/main/fine-tuning/peft_quantization_4bits/gptj-6b](https://github.com/nlpulse-io/sample_codes/tree/main/fine-tuning/peft_quantization_4bits/gptj-6b)
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- # References
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  [https://towardsdatascience.com/qlora-fine-tune-a-large-language-model-on-your-gpu-27bed5a03e2b](https://towardsdatascience.com/qlora-fine-tune-a-large-language-model-on-your-gpu-27bed5a03e2b)
 
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  ```
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  ## Fine-tuning
 
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  ```
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  3 epochs, all dataset samples (split=train), 939 steps
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  1 x GPU NVidia RTX 3060 12GB - max. GPU memory: 7.44 GB
 
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  ```
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+ ## Requirements
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  ```
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  pip install -q -U bitsandbytes
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  pip install -q -U git+https://github.com/huggingface/transformers.git
 
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  [https://github.com/nlpulse-io/sample_codes/tree/main/fine-tuning/peft_quantization_4bits/gptj-6b](https://github.com/nlpulse-io/sample_codes/tree/main/fine-tuning/peft_quantization_4bits/gptj-6b)
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+ ## References
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  [https://towardsdatascience.com/qlora-fine-tune-a-large-language-model-on-your-gpu-27bed5a03e2b](https://towardsdatascience.com/qlora-fine-tune-a-large-language-model-on-your-gpu-27bed5a03e2b)