ycycse opened a new pull request, #794:
URL: https://github.com/apache/tsfile/pull/794

   This PR optimizes Python `TsFileDataFrame` / `Timeseries` row-position reads.
   
   Before this change, single-series position reads used row-by-row 
`ResultSet.next()` iteration. This PR switches that path to native row-query 
Arrow batch reads and avoids timestamp materialization when the caller only 
needs values.
   
   TsFile direct reads improve from `143.2` to `536.2 samples/s`, about `3.7x` 
faster after this pr.


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