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Allow custom up and downsampling layers in U-net #22

@quantumjot

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@quantumjot

When the U-net model is created, we should support custom up/downsampling layers and allow Conv2DTranspose etc to use the correct number of filters:

# set up the up/downsampling
# TODO(arl): these may already be instantiated with custom params
# TODO(arl): if using a transpose convolution, we need to set the number of filters
self._downsampling = downsampling()
self._upsampling = upsampling()

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