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6351b36 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 | #!/usr/bin/env python3
"""Extract Resemblyzer (GE2E) embeddings.
Model: GE2E pre-trained speaker encoder (supervised, 256-dim)
Install: pip install resemblyzer
"""
import argparse
import numpy as np
from extraction_utils import extract_all
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--base-dir", default=None)
parser.add_argument("--output-dir", default=None)
args = parser.parse_args()
from resemblyzer import VoiceEncoder, preprocess_wav
print("Loading Resemblyzer GE2E encoder...")
encoder = VoiceEncoder()
def model_fn(audio_path):
wav = preprocess_wav(str(audio_path))
embedding = encoder.embed_utterance(wav) # (256,)
return embedding
extract_all(model_fn, "resemblyzer", args.base_dir, args.output_dir)
if __name__ == "__main__":
main()
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