Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/13701
  
    @yhuai BTW, when reading more row groups, the performance improvement is 
much more.
    
    Before this patch:
    
    Java HotSpot(TM) 64-Bit Server VM 1.8.0_71-b15 on Linux 3.19.0-25-generic
    Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
    Parquet reader:                          Best/Avg Time(ms)    Rate(M/s)   
Per Row(ns)   Relative
    
------------------------------------------------------------------------------------------------
    reading Parquet file                          1416 / 2168          1.4      
   691.3       1.0X
    
    After this patch:
    
        Java HotSpot(TM) 64-Bit Server VM 1.8.0_71-b15 on Linux 
3.19.0-25-generic
        Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
        Parquet reader:                          Best/Avg Time(ms)    Rate(M/s) 
  Per Row(ns)   Relative
        
------------------------------------------------------------------------------------------------
        reading Parquet file                           246 /  334          8.3  
       120.3       1.0X



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