How do you manage multiple parallel music libraries?

How do you manage multiple parallel music libraries?

I have a main music library containing ripped lossless files (in WMAL for now) and original downloaded MP3s, AACs, etc. I also have a couple parallel libraries that contain the exact same set of music, but in a different format.