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d2b34bb
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1 Parent(s): bbf4f69

Add speech_only.py script

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  1. scripts/speech_only.py +60 -0
scripts/speech_only.py ADDED
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+ import sys
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+ from silero_vad import load_silero_vad
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+ from silero_vad import read_audio , get_speech_timestamps , save_audio
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+ from silero_vad import VADIterator , collect_chunks
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+ import torch
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+ import json
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+ import os
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+ import argparse
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+ import logging
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+ from pathlib import Path
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+
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+ logging.basicConfig(
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+ format="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
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+ datefmt="%Y-%m-%d %H:%M:%S",
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+ level=os.environ.get("LOG_LEVEL", "INFO").upper())
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+ LOGGER = logging.getLogger(__name__)
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+
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+ def main(args):
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+ parser = argparse.ArgumentParser(args)
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+ parser.add_argument("--folder", type=str, required=True, help="folder" )
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+ parser.add_argument("--sfx", type=str, required=False, default="wav",help="audio suffix" )
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+ parser.add_argument("--sr", type=int, required=False, default="16000",help="sampling rate" )
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+ parser.add_argument("--out_folder", type=str, required=False, default=None,help="output folder" )
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+ parser.add_argument("--out_file", type=str, required=True, help="json output" )
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+ parser.add_argument("--reverse", action="store_true", help="reverse processing order in folder")
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+ args = parser.parse_args()
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+
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+ model = load_silero_vad(onnx=True)
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+ sr=args.sr
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+ out_folder=args.out_folder
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+ if out_folder:
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+ Path(out_folder).mkdir(parents=True, exist_ok=True)
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+ save_wav=True
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+ audio_list = sorted(os.listdir(args.folder),reverse=args.reverse)
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+ with open(args.out_file, "w") as outfile:
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+ for audiofile in audio_list:
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+ if audiofile.endswith(args.sfx):
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+ audiopath = os.path.join(args.folder, audiofile)
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+ audiofile = audiofile.replace(args.sfx,"wav")
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+ audio_id = Path(audiofile).stem
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+ out_audio=f"{out_folder}/{audiofile}"
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+ if os.path.isfile(out_audio):
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+ LOGGER.info(f"skipping {audiopath}")
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+ continue
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+ LOGGER.info(f"processing {audiopath}")
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+ wav = read_audio(audiopath, sampling_rate=sr)
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+ speech_timestamps = get_speech_timestamps(wav, model, sampling_rate=sr)
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+
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+ if speech_timestamps:
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+ LOGGER.info(f"vad-processed {audiofile}: {len(speech_timestamps)} chunks")
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+ for turn in speech_timestamps:
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+ entry = {"audio_id": audio_id, "offset": turn['start']/sr, "duration": (turn['end']-turn['start'])/sr}
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+ json.dump(entry, outfile)
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+ outfile.write('\n')
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+ if save_wav:
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+ save_audio(out_audio,collect_chunks(speech_timestamps, wav), sampling_rate=sr)
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+ LOGGER.info(f"vad-processed {audiofile} written to {out_audio}")
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+
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+ if __name__ == '__main__':
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+ main(sys.argv)