How to define 'layers' for single to multiple sequence regression using lstm network?

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Hello
I was trying to modify the example:
for denoising my signals. The difference is that rather than just getting the denoised signal I am interested in getting both the denoised signal and the extracted noise. I thought that in addition to noisy and clean signals, I need to add the noise signal to my input datastore. I am not so sure about that and also I don't know how to define the layers in this case. Can anyone please help?
Thanks in advance.

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