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improve bounds argument and bounds_ attribute in ITML #161

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@wdevazelhes

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@wdevazelhes

See comment: #159 (comment)

We should:

  • Allow tuples, lists, numpy arrays, (any array like, TODO: see if there is other array-like than these 3 types) as arguments for bounds for ITML
  • I think a unique type of return for bounds_ would be better, say a numpy array
  • Do tests to ensure that this works as expected
  • Do the right advertising in the dosctring

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