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