adding long-form audio speaker diarization

[ALEXuH]

https://github.com/NVIDIA/NeMo/pull/7737 can fix long audio clustering cuda ouf of memory . Theoretically, the maximum length of audio can be extended by a factor of unit_window_len/sub_cluster_n. For instance, by default, if the original clustering hits the memory limit at the 1-hour mark, the long-form clustering could handle up to 20 hours without exhausting the memory.

[MahmoudAshraf97]

Sorry for the huge delay, I prefer waiting until this is merged with a stable release of NeMo before merging as NeMo is already problematic enough

[Teapack1]

This works well for me! I applied this fix in my fork of this repo. This allowed me to download and diarize hundreds of podcast episodes 2-3 hour long on RTX2080.

Thank you!