Github user davies commented on the pull request:

    https://github.com/apache/spark/pull/11437#issuecomment-190845510
  
    @nongli There is no visible difference on all existing benchmarks 
(ColumnarBatch and ParquetRead), they don't use dictionary encoding.
    
    After changed the intStringScan to use dictionary encoding (small number 
unique values), here is the result:
    
    Before this patch 
    
    ```
    Intel(R) Core(TM) i7-4558U CPU @ 2.80GHz
    Int and String Scan:                Best/Avg Time(ms)    Rate(M/s)   Per 
Row(ns)   Relative
    
-------------------------------------------------------------------------------------------
    SQL Parquet Reader                       1248 / 1281          8.4         
119.0       1.0X
    SQL Parquet MR                           1962 / 2093          5.3         
187.1       0.6X
    SQL Parquet Vectorized                    876 / 1018         12.0          
83.5       1.4X
    ParquetReader                             741 /  755         14.1          
70.7       1.7X
    ```
    
    After the patch 
    ```
    Intel(R) Core(TM) i7-4558U CPU @ 2.80GHz
    Int and String Scan:                Best/Avg Time(ms)    Rate(M/s)   Per 
Row(ns)   Relative
    
-------------------------------------------------------------------------------------------
    SQL Parquet Reader                       1247 / 1279          8.4         
118.9       1.0X
    SQL Parquet MR                           1809 / 1851          5.8         
172.5       0.7X
    SQL Parquet Vectorized                    805 /  909         13.0          
76.8       1.5X
    ParquetReader                             742 /  756         14.1          
70.7       1.7X
    ```
    
    We can see 10% improvement on SQL Parquet Vectorized, but no difference on 
ParquetReader, I don't know why. (I didn't included #11274 )


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