Issue a warning if early stopping happened when retraining
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Description
Early stopping could happen when retraining:
https://github.com/microsoft/FLAML/blob/d2bc168f3692ac41c8f13e1464a078879aa38a45/flaml/automl.py#L3393
i.e., `self._trained_estimator.params[self._trained_estimaotr.ITER_HP]` may be not equal to `self.best_config[self._trained_estimaotr.ITER_HP]`. When this happens, we should issue a warning.
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