dmkozh commented on pull request #13739:
URL: https://github.com/apache/beam/pull/13739#issuecomment-781761183


   IIUC the elements just get pickled, at least for e.g. DirectRunner (I don't 
think this should change between runners though). I agree that in theory there 
is no need to have more than a few bytes. In practice we have the 
test_stream.WindowedValueHolder which holds WindowedValue, which in turns holds 
a list of windows (I suppose it can have multiple elements), timestamp (which 
may have different type) and pane info. Most of the space is taken by the 
type/field names. I was able to cut some of this, but still got 400+ bytes per 
record. Ultimately, I lack knowledge/docs on the possible values of 
WindowedValues to optimize this further - I'm not sure how to come up with a 
schema for all the windowing information.
   
   In the end, I still think it's useful to strip windowing information when 
it's not needed, even if it was much smaller. Interactive analysis with 
windowing seems a bit exotic outside of the tutorials and any user not needing 
windowing could gain a significant performance boost.


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