Fix import on Colab
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["@lhoestq @albertvillanova - It might be a good idea to have a patch release after this gets merged (presumably tomorrow morning when you're around). The Colab issue linked to this PR is a pretty big blocker. "]
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Fix #2695, fix #2700. 
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