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@angela97lin What i like about that test is that it makes sure our permutation importance implementation is producing correct results (at least by sklearn standards). I'm not sure what you have in mind for how the new tests would look, but I think it's worth ensuring we're producing correct values (especially since we're venturing out with our own impl now). We don't have to call sklearn's permutation importance to do that though.
@freddyaboulton I converted the previous test which checked against sklearn's impl to compare the new "slow" vs fast method, as a way of checking for correctness. This test which I added above is to check that the "slow" produces the same as sklearn's... which I think is fine to check for this PR but since this PR is also breaking away from the public sklearn interface, is perhaps not necessary? What do you think? 🤔
I guess TLDR is, how tied are we to checking for correctness via external library :d
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