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Diarization by ggerganov · Pull Request #130 · ggml-org/whisper.cpp · GitHub
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@ggerganov ggerganov commented Nov 8, 2022

Some unsuccessful experiments with audio embedding clustering

Tried to apply C-means fuzzy clustering on:

  • embeddings after the initial convolution in the encoder
  • self KV embeddings from each encoder layer
  • KQV embeddings from each encoder layer
  • embeddings from the last encoder layer
  • cross KV embeddings of each decoder layer

Instead of clustering the full embedding dimensions, first reduce dimensionality using SVD:

  • decompose the embeddings E = USV
  • compute singular vectors U' = US
  • project E on U' and take the top few coordinates

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