Transformers How to use trl-internal-testing/tiny-PeftModel with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("trl-internal-testing/tiny-PeftModel", device_map="auto") 
