Check this issue:

https://github.com/Theano/Theano/issues/5608

Using scan for that is a bad idea, it would be very slow. There isn't a
very good solution right now, but in this issue, it indicate some way to do
that.

Fred

On Thu, May 4, 2017 at 5:58 AM Andre Holzner <[email protected]>
wrote:

> Good morning,
>
> I want to get the 2nd (and possibly 3rd) highest value in a 2D tensor
> (output of a convolutional layer).
>
> What would be the simplest way of implementing this in Theano ?
>
> I saw that there is support for iterating (
> http://deeplearning.net/software/theano/library/scan.html )
> and IfElse operations (
> http://deeplearning.net/software/theano/tutorial/conditions.html), that
> in principle should allow me to implement this ? Will this also generate
> CUDA code when I run
> with the GPU backend or will the operation be performed on the CPU ?
>
> thanks a lot,
>
> Andre
>
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