Transformers How to use google/mobilebert-uncased with Transformers:
# Load model directly
from transformers import AutoTokenizer, AutoModelForPreTraining
tokenizer = AutoTokenizer.from_pretrained("google/mobilebert-uncased")
model = AutoModelForPreTraining.from_pretrained("google/mobilebert-uncased") 
