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Tagger decoder config override and auxiliary validation checks #3222
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justinxzhao
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This PR ensures that tagger decoders for text and sequence features are used correctly within Ludwig. Here are the the main changes addressed by this PR:
reduce_output=None
, then it will raise a ConfigValidationError because the tagger decoder won't receive a b x s x h (3D) input from the combiner.reduce_input
for text/sequence output features to be set to None to prevent the hidden tensors from being reshaped to 2D. The default value forreduce_input
is set tosum
since it is the more popular case, but will be overridden during ModelConfig object creation when a tagger decoder is being used, and logs a warning. This is because this is an implementation detail Ludwig users should not have to worry about since it relates to tensor shapes directly.I've also added a few different tests for text and sequence output features, as well as a test for a config that does not have a text/sequence/timeseries input feature to make sure all of these different cases are correctly tested and accounted for.