Upd — Wals Roberta Sets

If you plan to train on multiple GPUs or use memory optimization, also install accelerate :

roberta_model = RobertaForSequenceClassification.from_pretrained("roberta-base", num_labels=10) wals roberta sets upd

This framework enables cross-lingual transfer learning, allowing AI models to generalize from high-resource languages (like English) to thousands of low-resource, endangered languages worldwide. Understanding the Core Components If you plan to train on multiple GPUs