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the Accumulate layer

I will use this function layer to definte a custom LossFunction in the net. How do I construct a NetGraph to implement this function?

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1 Answer 1

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The Documentation page for Accumulate provides us with a hint, namely that:

Accumulate is equivalent to a particular case of FoldList:

In[1]:= FoldList[Plus, {a, b, c, d}] == Accumulate[{a, b, c, d}]
Out[1]= True

With this in mind, we turn to the new structural net operators, NetFoldOperator, and in-fact the very first example is this particular case!

core =NetGraph[{Plus}, {{NetPort["Input"], NetPort["State"]} -> 1}];
fold = NetFoldOperator[core];
fold[Range[10]]
Out[30]= {1., 3., 6., 10., 15., 21., 28., 36., 45., 55.}
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  • $\begingroup$ It works, many thanks! $\endgroup$
    – cmc
    Jan 25, 2021 at 16:07

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