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This should fix a the file name given to the checkpoint after the very first swa epoch.
Currently, swa is started in
train.py
whenepoch == swa_start
, but the checkpoint file name only adds "swa" to the file name whenepoch > swa_start
.This leads to a problem, when the first swa epoch has the lowest loss of all validated swa epochs. The checkpoint is saved under the wrong name, never overwritten and, at the end of the training, this checkpoint is saved as the best non-swa checkpoint (if the loss is lower then for any stage-one checkpoint), whereas the swa checkpoint is not found and an error is thrown.