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How much does it take to train a module using MUSEDB?

Open MohammedMehdiTBER opened this issue 2 years ago • 4 comments

Downloaded MuseDB uncompressed version. Set 22Khz Training config (F=2048) (4stems) It is working since hours like a loop. When will it stop?

My PC specs: Intel (R) Core (TM) i5-2410M CPU @2.30Ghz RAM 12 GB Windows 11

MohammedMehdiTBER avatar May 07 '22 22:05 MohammedMehdiTBER

Hi @MohammedMehdiTBER Training with a CPU instead of a GPU can be very long (more than 10x longer) and I think training such a model with a GPU still takes a few days, so you'd better use GPU for training. Also make sure that the training is actually happening: if you don't have logs showing that epochs are moving forward, you may just be stuck in an endless loop because of some bugs.

romi1502 avatar May 13 '22 08:05 romi1502

Hi @MohammedMehdiTBER Training with a CPU instead of a GPU can be very long (more than 10x longer) and I think training such a model with a GPU still takes a few days, so you'd better use GPU for training. Also make sure that the training is actually happening: if you don't have logs showing that epochs are moving forward, you may just be stuck in an endless loop because of some bugs.

I don't have GPU therefore I stopped the operation, but could you provide a 22Khz version of the pretrained models?

MohammedMehdiTBER avatar May 13 '22 10:05 MohammedMehdiTBER

@MohammedMehdiTBER , in my test run without GPU, I trained on MUSDB dataset for many days, my CPU ran at 98 - 99% and it never completed. I gave up as no one is able to answer this question or offer any assistance. The alternative, is running docker(as I've been told) with images, BUT that has not been confirmed/tested that it works with Win10- Win11. So, In my view there are no solutions unless someone knows how.

deskstar90 avatar May 17 '22 23:05 deskstar90

@MohammedMehdiTBER did you perhaps try running this in Ubuntu Linux under WSL ?

lacostenycoder avatar Mar 03 '23 03:03 lacostenycoder