Transformers How to use AdapterHub/xmod-base with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("AdapterHub/xmod-base")
model = AutoModel.from_pretrained("AdapterHub/xmod-base", device_map="auto") 
