Isolate the ensemble part and expose it to users
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enhancement
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Description
Right now the ensemble part is not isolated from hyperparameter search. Sometimes the ensemble part fails due to OOM. Users would like to use a more powerful machine to finish the ensemble part using a pickled automl object. #801
Suggestion: put the ensemble part in a separate function and expose it to users.
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