Transformers How to use ldenoue/punctuator-tiny-multilingual with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("token-classification", model="ldenoue/punctuator-tiny-multilingual") # Load model directly
from transformers import AutoTokenizer, AutoModelForTokenClassification
tokenizer = AutoTokenizer.from_pretrained("ldenoue/punctuator-tiny-multilingual")
model = AutoModelForTokenClassification.from_pretrained("ldenoue/punctuator-tiny-multilingual", device_map="auto") 
