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Currently, we close progress bar and break the inner loops when training is complete which yields to the progress bars indicating one less step than actually done. The user might believe the last step was not done (even if it was) so this PR uses different generators for the loops than the progress bar and manually updates the progress bar (tried to just do manually the last update but tqdm doesn't want to cooperate with that approach).