It starts training on multiple GPU’s if available. You can control which GPU’s to use using CUDA_VISIBLE_DEVICES environment variable i.e if CUDA_VISIBLE_DEVICES=1,2 then it’ll use the 1 and 2 cuda devices. Pinging @sgugger for more info.