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Summary: Stats are logically connected to the training loop, not to the model. Hence, moving to the training loop. Also removing resume_epoch from OptimizerFactory in favor of a single place - ModelFactory. This removes the need for config consistency checks etc. Reviewed By: kjchalup Differential Revision: D38313475 fbshipit-source-id: a1d188a63e28459df381ff98ad8acdcdb14887b7