[SciPy-User] Scipy views and slicing: Can I get a view-slice from only certain elements of an array?
Jacob Biesinger
jake.biesinger@gmail....
Fri Oct 29 15:51:39 CDT 2010
>> Is there a way to do this?
>
> Not automatically, no. But if you keep that index list around, it's
> pretty straightforward to do the update manually.
>
> indices = [1, 5, 7]
> subset = scores[indices]
> subset[0] = 3
> subset /= subset.sum()
> scores[indices] = subset
>
> It doesn't save you any memory, though.
Right-- as I mentioned, this is my current strategy. It's just a bit
slow since there are millions of sets of indices.
> numpy arrays must be described by a starting memory location and
> uniform strides. It can't jump around arbitrarily in memory. Well, it
> could, but it would be slow for typical cases.
I thought I was close with the list of array slices. For some
operations (like taking the summation), I think this would work okay,
but it would likely take more memory than a list of integer indices.
One last thought-- It would be nice to be able to use array.array's as
indices to scipy.array's. In other words:
indices = array('l', [1,5,7])
scores[indices]
---------------------------------------------------------------------------
IndexError Traceback (most recent call last)
This works fine but is a bit too much overhead for the memory savings
I get from array's:
scores[list(indices)]
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