When creating a pipeline persistable, the referenced dataset is assumed to exist already. This subtle but important detail means that generators or other lazy consumption mechanisms cannot be used as part of the initial creation. When transforming after for model use, it is possible to introduce a different form of dataset iteration. The API lists the commands and parameters to tune usage.