WhisperX with pyannote, but it is not perfect, sometime for the same speaker you will get multiple labels. There is no open source fire and forget solution as

WhisperX with pyannote, but it is not perfect, sometime for the same speaker you will get multiple labels. There is no open source fire and forget solution as far as I know.