Transformers How to use kktoto/tiny_toto_punctuator with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("token-classification", model="kktoto/tiny_toto_punctuator") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForTokenClassification
tokenizer = AutoTokenizer.from_pretrained("kktoto/tiny_toto_punctuator")
model = AutoModelForTokenClassification.from_pretrained("kktoto/tiny_toto_punctuator", device_map="auto") 
