| #!/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() | |