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