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@github-actions github-actions released this 09 May 19:18
bdc8e1d

What’s Changed

Sampling Backprop Op

  • Add a SumOpSampleBackprop so that sampling is done easily.
  • Add a zero_evidence_inference method to SequentialSumProductNetwork that can be used to infer values for all variables. Combined with SumOpSampleBackprop this results in samples from the network.
  • Add a notebook with an example of how to sample from an SPN

Simplify PoonDomingosMeanOfQuantileSplit

  • Remove support for normalization within. Expect data to be normalized.
  • Accept tf.data.Dataset to allow for more consistency with class and method signatures of other library components.

Add PoonDomingosStddevOfQuantileSplit

  • Add initializer for leaf scales based on same logic as PoonDomingosMeanOfQuantileSplit for leaf locations.

Other

  • Fixes in docs
  • Loosen dependency constraints so that installing libspn-keras is less likely to result in conflicts