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