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Replace previous checkpoints while resuming training #1578

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@suprosanna

CheckpointSaver saves model checkpoints for key_metric_n_saved number of best validation score and n_savednumber of the last model. While resuming training, the filename buffer starts from empty. Thus it creates a whole new set of checkpoint files after each resume. Replacing the previous checkpoints would be a cool feature to have for conveniently resuming training. Thanks.

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