How to visualize an sklearn GradientBoostingClassifier?

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I've trained a gradient boost classifier, and I would like to visualize it using the graphviz_exporter tool shown here.

When I try it I get:

AttributeError: 'GradientBoostingClassifier' object has no attribute 'tree_'

this is because the graphviz_exporter is meant for decision trees, but I guess there's still a way to visualize it, since the gradient boost classifier must have an underlying decision tree.

Does anybody know how to do that?

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