yuhao yang created SPARK-22502:
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             Summary: OnlineLDAOptimizer variationalTopicInference might be 
able to handle empty documents
                 Key: SPARK-22502
                 URL: https://issues.apache.org/jira/browse/SPARK-22502
             Project: Spark
          Issue Type: Improvement
          Components: ML
    Affects Versions: 2.2.0
            Reporter: yuhao yang
            Priority: Trivial


Currently we assume OnlineLDAOptimizer.variationalTopicInference cannot take 
empty documents and added a few checks during training and inference. Yet I 
tested and in my local env sending empty vectors to  
OnlineLDAOptimizer.variationalTopicInference does not trigger any error.

If this is true, maybe we can remove the extra check. Please be cautious as 
compared with the gain (some code cleaning and little performance improvement), 
we do want to avoid a regression.



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