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For some applications, it could be advantageous to integrate the spectrogram computation in the tensorflow network graph. Implementing this with fixed window and step parameters should be straightforward. One could also consider making the parameters learnable, although this could prove difficult to implement so should probably be left for later.

@fsfrazao has already been experimenting with creating a spectrogram computation tf.layer and likely has some code that could provide a useful starting point.