!pip -q install -U “protobuf<5” “flwr(simulation)” transformers peft accelerate datasets sentencepiece import torch if torch.cuda.is_available(): !pip -q install -U bitsandbytes import os os.environ(“RAY_DISABLE_USAGE_STATS”) = “1” os.environ(“TOKENIZERS_PARALLELISM”) = “false” import math …
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Finetune
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Last updated on January 5, 2026 by Editorial Team Author(s): Alok Chaudhary Originally published on Towards AI. Stop wasting GPU memory: Learn how LoRA 175B reduces parameters to just millions. …