Jimexist commented on pull request #571:
URL: https://github.com/apache/arrow-datafusion/pull/571#issuecomment-865056954


   with 1million records and 8k batch size
   
   ```
   window empty over, aggregate functions
                           time:   [31.516 ms 31.699 ms 31.875 ms]
                           change: [-2.6548% -1.7125% -0.8447%] (p = 0.00 < 
0.05)
                           Change within noise threshold.
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) high mild
   
   window empty over, built-in functions
                           time:   [24.184 ms 24.441 ms 24.736 ms]
                           change: [-5.3716% -3.9746% -2.5772%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 8 outliers among 100 measurements (8.00%)
     1 (1.00%) low mild
     3 (3.00%) high mild
     4 (4.00%) high severe
   
   Benchmarking window order by, aggregate functions: Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 16.9s, or reduce sample count to 20.
   window order by, aggregate functions
                           time:   [167.08 ms 168.43 ms 169.84 ms]
                           change: [-1.6618% -0.5790% +0.4650%] (p = 0.31 > 
0.05)
                           No change in performance detected.
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) high severe
   
   Benchmarking window order by, built-in functions: Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 15.5s, or reduce sample count to 30.
   window order by, built-in functions
                           time:   [152.19 ms 153.62 ms 155.08 ms]
                           change: [-2.6093% -1.1311% +0.2267%] (p = 0.13 > 
0.05)
                           No change in performance detected.
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) high mild
   
   Benchmarking window partition by, u64_wide, aggregate functions: Warming up 
for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 24.8s, or reduce sample count to 20.
   window partition by, u64_wide, aggregate functions
                           time:   [239.96 ms 242.61 ms 245.37 ms]
                           change: [-5.2335% -3.7045% -2.2581%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 2 outliers among 100 measurements (2.00%)
     2 (2.00%) high mild
   
   Benchmarking window partition by, u64_narrow, aggregate functions: Warming 
up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 13.1s, or reduce sample count to 30.
   window partition by, u64_narrow, aggregate functions
                           time:   [125.74 ms 127.00 ms 128.34 ms]
                           change: [-9.6106% -8.1814% -6.6467%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 2 outliers among 100 measurements (2.00%)
     1 (1.00%) high mild
     1 (1.00%) high severe
   
   Benchmarking window partition by, u64_wide, built-in functions: Warming up 
for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 21.5s, or reduce sample count to 20.
   window partition by, u64_wide, built-in functions
                           time:   [207.51 ms 208.79 ms 210.09 ms]
                           change: [-3.9621% -2.8513% -1.7668%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   Benchmarking window partition by, u64_narrow, built-in functions: Warming up 
for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 11.2s, or reduce sample count to 40.
   window partition by, u64_narrow, built-in functions
                           time:   [111.40 ms 112.44 ms 113.55 ms]
                           change: [-4.1476% -2.8162% -1.5589%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 2 outliers among 100 measurements (2.00%)
     2 (2.00%) high mild
   
   Benchmarking window partition and order by, u64_wide, aggregate functions: 
Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 43.5s, or reduce sample count to 10.
   window partition and order by, u64_wide, aggregate functions
                           time:   [420.60 ms 423.97 ms 427.48 ms]
                           change: [-2.0448% -0.9388% +0.1643%] (p = 0.10 > 
0.05)
                           No change in performance detected.
   Found 2 outliers among 100 measurements (2.00%)
     2 (2.00%) high mild
   
   Benchmarking window partition and order by, u64_narrow, aggregate functions: 
Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 62.5s, or reduce sample count to 10.
   window partition and order by, u64_narrow, aggregate functions
                           time:   [617.40 ms 623.61 ms 630.15 ms]
                           change: [+1.3574% +2.6250% +3.9925%] (p = 0.00 < 
0.05)
                           Performance has regressed.
   Found 4 outliers among 100 measurements (4.00%)
     4 (4.00%) high mild
   
   Benchmarking window partition and order by, u64_wide, built-in functions: 
Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 38.7s, or reduce sample count to 10.
   window partition and order by, u64_wide, built-in functions
                           time:   [382.85 ms 386.08 ms 389.30 ms]
                           change: [-0.7637% +0.3990% +1.5670%] (p = 0.51 > 
0.05)
                           No change in performance detected.
   
   Benchmarking window partition and order by, u64_narrow, built-in functions: 
Warming up for 3.0000 s
   Warning: Unable to complete 100 samples in 5.0s. You may wish to increase 
target time to 37.8s, or reduce sample count to 10.
   window partition and order by, u64_narrow, built-in functions
                           time:   [374.39 ms 377.18 ms 380.05 ms]
                           change: [-3.3808% -2.2769% -1.1041%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) high mild
   ```


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