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Layers with special behavior on dynamic spatial axes

Albert Zeyer edited this page Aug 11, 2021 · 17 revisions

This is a list of layers with special behavior on dynamic spatial axes, i.e. axes with dynamic sequence lengths because considering the padding or sequence lengths is important for correct behavior.

  • SoftmaxOverSpatialLayer, will make sure that the padded frames are masked away.
  • ReduceLayer. sum, max etc will ignore the padded frames.

Somewhat related is the option recurrent on each layer class. recurrent=False implies that sequence lengths do not matter as well as the ordering of frames. But this is not exactly the same. E.g. ConvLayer has recurrent=True but ConvLayer does not make use of the sequence lengths.

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