privacy-preserving federated pipeline

How to Build a Privacy-Preserving Federated Pipeline to Fine-Tune Large Language Models with LoRA Using Flower and PEFT

By Asif Razzaq
February 10, 2026

!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"] =…