Transformers How to use fengjay01/Qwen3-ForcedAligner-Ultra with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("automatic-speech-recognition", model="fengjay01/Qwen3-ForcedAligner-Ultra") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM
processor = AutoProcessor.from_pretrained("fengjay01/Qwen3-ForcedAligner-Ultra")
model = AutoModelForMultimodalLM.from_pretrained("fengjay01/Qwen3-ForcedAligner-Ultra", device_map="auto") 
