scikit-learn has been having a problem with duplicated images in an html
build, leading to extremely large builds.

A minimal example can be found here:
https://gist.github.com/1634228

It seems to be a problem with sphinx not being willing to overwrite an
image file, even when the new file is identical to the one being
overwritten.  Currently, we have a hack in place which, on each build,
selectively removes the files that are causing the problem.  This is not an
ideal solution: any help with this would be appreciated!  Thank you
  Jake Vanderplas
  scikit-learn dev team

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