Transformers How to use google/multiberts-seed_11 with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForPreTraining
tokenizer = AutoTokenizer.from_pretrained("google/multiberts-seed_11")
model = AutoModelForPreTraining.from_pretrained("google/multiberts-seed_11", device_map="auto") 
