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  1. Hive
  2. HIVE-5369

Annotate hive operator tree with statistics from metastore

    Details

      Description

      Currently the statistics gathered at table/partition level and column level are not used during query planning stage. Statistics at table/partition and column level can be used for optimizing the query plans. Basic statistics like uncompressed data size can be used for better reducer estimation. Other statistics like number of rows, distinct values of columns, average length of columns etc. can be used by Cost Based Optimizer (CBO) for making better query plan selection. As a first step in improving query planning the statistics that are available in the metastore should be attached to hive operator tree. The operator tree should be walked and annotated with statistics information. The attached statistics will vary for each operator depending on the operation it performs. For example, select operator will change the average row size but doesn't affect the number of rows. Similarly filter operator will change the number of rows but doesn't change the average row size. Similar rules can be applied for other operators as well.

      Rules for different operators are added as comments in the code. For more detailed information, the reference book that I am using is "Database Systems: The Complete Book" by Garcia-Molina et.al.

        Attachments

        1. HIVE-5369.WIP.txt
          146 kB
          Prasanth Jayachandran
        2. HIVE-5369.2.WIP.txt
          874 kB
          Prasanth Jayachandran
        3. HIVE-5369.1.txt
          750 kB
          Prasanth Jayachandran
        4. HIVE-5369.refactor.WIP.txt
          700 kB
          Prasanth Jayachandran
        5. HIVE-5369.2.patch.txt
          725 kB
          Prasanth Jayachandran
        6. HIVE-5369.3.patch.txt
          718 kB
          Prasanth Jayachandran
        7. HIVE-5369.4.patch.txt
          796 kB
          Prasanth Jayachandran
        8. HIVE-5369.5.patch.txt
          800 kB
          Prasanth Jayachandran
        9. HIVE-5369.6.patch.txt
          803 kB
          Prasanth Jayachandran
        10. HIVE-5369.7.patch.txt
          1.23 MB
          Prasanth Jayachandran
        11. HIVE-5369.8.patch.txt
          1.27 MB
          Prasanth Jayachandran
        12. HIVE-5369.9.patch.txt
          1.29 MB
          Prasanth Jayachandran
        13. HIVE-5369.9.patch
          1.29 MB
          Gunther Hagleitner
        14. HIVE-5369.10.patch
          1.29 MB
          Prasanth Jayachandran

          Issue Links

          1.
          Improve the stats of operators based on heuristics in the absence of any column statistics Sub-task Resolved Prasanth Jayachandran
          2.
          Make fetching of column statistics configurable Sub-task Resolved Prasanth Jayachandran
          3.
          Better heuristics for worst case statistics estimates for join, limit and filter operator Sub-task Resolved Prasanth Jayachandran
          4.
          Fix statistics annotation related test failures in hadoop2 Sub-task Resolved Prasanth Jayachandran
          5.
          In statistics annotation add flag to say if statistics is estimated or accurate Sub-task Open Prasanth Jayachandran
          6.
          Support column statistics for expressions in GBY attributes, JOIN condition etc. when annotating operator tree with statistics Sub-task Open Prasanth Jayachandran
          7.
          Add statistics rule for Union operator Sub-task Open Prasanth Jayachandran
          8.
          Support for operators like PTF, Script, Extract etc. in statistics annotation. Sub-task Open Prasanth Jayachandran
          9.
          Update statistics rules for different types of joins Sub-task Open Prasanth Jayachandran
          10.
          Add documentation for stats configs to hive-default.xml.template Sub-task Resolved Prasanth Jayachandran
          11.
          Add protection against divide by zero in stats annotation Sub-task Resolved Prasanth Jayachandran
          12.
          Update column stats based on filter expression in stats annotation Sub-task Open Prasanth Jayachandran
          13.
          Stats annotation fails to evaluate constant expressions in filter operator Sub-task Closed Prasanth Jayachandran
          14.
          Make use of number of nulls column statistics in filter rule Sub-task Closed Prasanth Jayachandran
          15.
          Make use of decimal column statistics in statistics annotation Sub-task Closed Prasanth Jayachandran
          16.
          Some fixes and improvements to statistics annotation rules Sub-task Closed Prasanth Jayachandran
          17.
          JOIN operator should update the column stats when number of rows changes Sub-task Closed Prasanth Jayachandran
          18.
          Join stats annotation rule is not updating columns statistics correctly Sub-task Closed Prasanth Jayachandran
          19.
          Ease-out denominator for multi-attribute join case in statistics annotation Sub-task Closed Prasanth Jayachandran
          20.
          Missing null check cause NPE when updating join column stats in statistics annotation Sub-task Closed Prasanth Jayachandran
          21.
          Column statistics from expression does not handle fields within complex types Sub-task Closed Prasanth Jayachandran
          22.
          With fetch column stats disabled number of elements in grouping set is not taken into account Sub-task Closed Prasanth Jayachandran
          23.
          Incorrect calculation of number of rows in JoinStatsRule.process results in overflow Sub-task Closed Prasanth Jayachandran
          24.
          StatsRulesProcFactory should gracefully handle overflows Sub-task Closed Prasanth Jayachandran
          25.
          Group-By operator stat-annotation only uses distinct approx to generate rollups Sub-task Closed Prasanth Jayachandran
          26.
          Select Operator does not rename column stats properly in case of select star Sub-task Closed Prasanth Jayachandran
          27.
          With dynamic partition enabled fact table selectivity is not taken into account when generating the physical plan (Use CBO cardinality using physical plan generation) Sub-task Closed Prasanth Jayachandran
          28.
          NPE in PK-FK inference when one side of join is complex tree Sub-task Closed Prasanth Jayachandran
          29.
          Support LateralViewJoinOperator and LateralViewForwardOperator in stats annotation Sub-task Closed Prasanth Jayachandran

            Activity

              People

              • Assignee:
                prasanth_j Prasanth Jayachandran
                Reporter:
                prasanth_j Prasanth Jayachandran
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                Dates

                • Created:
                  Updated:
                  Resolved: