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activations with fewer bits. When to Use : Use Bitsandbytes when you want to quantize PyTorch models to 8-bit or 4-bit precision, which can be beneficial for deploying models to memory-constrained devices or improving inference speed. PEFT Purpose : The PEFT library (Probabilistic Efficient