Previous generation technology used GMM and agglomerative clustering. Example is Pycasp, lium diarization. For best performance you need ivector extraction and

Previous generation technology used GMM and agglomerative clustering. Example is Pycasp, lium diarization. For best performance you need ivector extraction and ivector clustering, that technology is not fully available in open source yet.