Hey,
I have the activations of a conv layer with a single channel (normal shape 
pattern (batch, 1, rows, cols)) and would like to extract a window around 
the argmax of each activation in the batch. For example then, for patches 
of size 5x5 I'd like to get the shape (batch, 1, 5, 5).
Is there any simple way to do this?
I've tried some rather ugly workarounds with flattening and indices etc. 
but the gradients had taken ages to calculate making the entire thing 
un-trainable. 

Thanks in advance

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