Hello, it takes a long time to process a song with a size of about 40MB. I don't know if it is because of insufficient computing power or it needs to use GPU to solve it.
Yes, if you have bigger audio file, better to process it with GPU support. CPU support will be too slow to run DNNs for such big file. Though you may try with smaller clip first with CPU.