How to infer the aspect and aspect-sentiment for some custom sentence?

[theartpiece]

For eg given the sentence, "the acting was good but direction was poor", I want to infer the (aspect, aspects-sentiment) pairs such as (acting,good), (direction,poor). How can I do that?

Kind regards

[adienxy]

Stanfold CoreNlp have a toolkit can do this