Github user yinxusen commented on the issue: https://github.com/apache/spark/pull/11119 How about the following: 1. Since the new generated model is derived from an estimator, the model should have the same params as its parent estimator. That's why there is no need to consider about params of model. We can only care about params of the estimator, as we have already done in the code - the param k and param initMode. 2. We can treat initialModel as a "transient" variable so that it must be vanished facing serialization, since there is no need to hold initialModel in a new generated model. 3. We can introduce a dumb model as a placeholder for initialModel, as a consequence, users know the initialization method of the model.
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