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Sphinx 1.8.0 requires updating style templates. Ours is from scipy/scipy-sphinx-theme, and has not (as of this PR) been updated. This causes issue #12044 (broken quicksearch) for us which has been opened upstream as issue scipy/scipy-sphinx-theme#9 and is being discussed in sphinx at issue sphinx-doc/sphinx#5460 as well.
I propose pinning sphinx to version 1.7.9 until the dust settles around the 1.8 transition.