> How about passing the vectorizer object itself to Parallel? Then inside the method it can access the analyzer, I guess. I just worry about the memory usage.

+1, you can pass `clone(self)` to pass an instance of the vectorizer that is cleaned of past fitted parameters (parameters with a trailing `_`). You can import `clone` from `sklearn.base`.