Have been heads-down porting LoRA (low-rank-adaptation) to finetune Falcon more efficiently and ran some performance benchmarks. My longer write-up here: https://
lightning.ai/pages/communit
y/finetuning-falcon-efficiently/
… Long story short: you can finetune Falcon in 1 h on a 52k dataset using a single GPU with 16 GB RAM.
Efficient Falcon Finetuning with LoRA on Single GPU
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