In the discussion of __array_function__, it was noted that __array_ufunc__ is called on every operand (if present) even if an operand of the given type has already been called [1]. This seems rather senseless: if it didn't work the first time, it won't work the second time either; it may be worth checking this (though it doesn't actually cost anything in the common case that the first trial just works -- but it may speed up things a little).
[1] https://github.com/numpy/numpy/pull/11303/files#diff-95f51a69624c6765b1ddae13dc0616cbR212
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