# Standalone Audex Causal Speech Decoder Audex streaming decoder for speech codec token frames packaged as Hugging Face remote code. ```python from transformers import AutoModel decoder = AutoModel.from_pretrained( "path/to/audex_causal_speech_decoder", trust_remote_code=True, ).cuda().eval() session = decoder.create_session(chunk_frames=75) for sample_rate, samples in session.push([[123], [456]]): ... for sample_rate, samples in session.flush(): ... ```