Transformers How to use FacebookAI/xlm-mlm-en-2048 with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("fill-mask", model="FacebookAI/xlm-mlm-en-2048") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForMaskedLM
tokenizer = AutoTokenizer.from_pretrained("FacebookAI/xlm-mlm-en-2048")
model = AutoModelForMaskedLM.from_pretrained("FacebookAI/xlm-mlm-en-2048", device_map="auto") 
