CPU RAM usage increases inside each epoch and keeps increasing for all epochs (OSError: [Errno 12] Cannot allocate memory)

It seems you are storing the complete computation graph in this line of code:

epoch_loss += l1_loss

If you want to use epoch_loss for printing/debugging purposes (i.e. without wanting to call epoch_loss.backward() in the future), you should detach the l1_loss before accumulating it via:

epoch_loss += l1_loss.detach() # or .item()
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