Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/18258
  
    I just ran the existing `AggregateBenchmark` with the new tracking config:
    
        Java HotSpot(TM) 64-Bit Server VM 1.8.0_102-b14 on Linux 4.9.27-moby
        Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
        Aggregate w keys:                        Best/Avg Time(ms)    Rate(M/s) 
  Per Row(ns)   Relative
        
------------------------------------------------------------------------------------------------
        codegen = F, track = F                       10655 / 11043          7.9 
        127.0       1.0X
        codegen = T hashmap = F, track = F             6923 / 7133         12.1 
         82.5       1.5X
        codegen = T hashmap = T, track = F             1325 / 1511         63.3 
         15.8       8.0X
    
    
        Java HotSpot(TM) 64-Bit Server VM 1.8.0_102-b14 on Linux 4.9.27-moby
        Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
        Aggregate w keys:                        Best/Avg Time(ms)    Rate(M/s) 
  Per Row(ns)   Relative
        
------------------------------------------------------------------------------------------------
        codegen = F, track = T                      10809 / 11007          7.8  
       128.9       1.0X
        codegen = T hashmap = F, track = T            6581 / 6629         12.7  
        78.4       1.6X
        codegen = T hashmap = T, track = T            1411 / 1552         59.4  
        16.8       7.7X
    
    Looks like no obvious perf degradation.
    



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