It seems to be the size of the input tensor.
so it starts being a vector of 40960 elements.
Then becomes a matrix of 1x40960.
Then theyh apply a 1d conv with inchannels=1 and out_channels=32 and kernel=16
(Still if I were you I would use 15 as kernels are better to be odd.I