from funasr import AutoModel chunk_size = 200 # ms model = AutoModel( model="fsmn-vad", model_revision="v2.0.4", disable_update=True ) import soundfile wav_file = "tests/vad_example.wav" speech, sample_rate = soundfile.read(wav_file) chunk_stride = int(chunk_size * sample_rate / 1000) cache = {} total_chunk_num = int(len((speech)-1)/chunk_stride+1) for i in range(total_chunk_num): speech_chunk = speech[i*chunk_stride:(i+1)*chunk_stride] is_final = i == total_chunk_num - 1 res = model.generate( input=speech_chunk, cache=cache, is_final=is_final, chunk_size=chunk_size, disable_pbar=True ) if len(res[0]["value"]): print(res) print(f"len(speech): {len(speech)}") print(f"len(speech_chunk): {len(speech_chunk)}") print(f"total_chunk_num: {total_chunk_num}") print(f"generateconfig: chunk_size: {chunk_size}, chunk_stride: {chunk_stride}")