Jimexist opened a new pull request #595:
URL: https://github.com/apache/arrow-datafusion/pull/595


   # Which issue does this PR close?
   
   Closes #.
   
    # Rationale for this change
   
   
   benchmark:
   
   ```
   Benchmarking window empty over, aggregate functions: Collecting 100 samples 
in estimated 7.0674 s (200 iterati                                              
                                                                window empty 
over, aggregate functions
                           time:   [33.115 ms 33.588 ms 34.129 ms]
                           change: [-17.056% -15.622% -14.056%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 5 outliers among 100 measurements (5.00%)
     4 (4.00%) high mild
     1 (1.00%) high severe
   
   Benchmarking window empty over, built-in functions: Collecting 100 samples 
in estimated 5.9518 s (200 iteratio                                             
                                                                 window empty 
over, built-in functions
                           time:   [27.812 ms 28.113 ms 28.429 ms]
                           change: [-23.131% -21.112% -19.100%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 3 outliers among 100 measurements (3.00%)
     3 (3.00%) high mild
   
   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 20.8s, or reduce sample count to 20.
   Benchmarking window order by, aggregate functions: Collecting 100 samples in 
estimated 20.778 s (100 iteration                                               
                                                               window order by, 
aggregate functions
                           time:   [191.15 ms 196.85 ms 202.61 ms]
                           change: [-13.162% -10.553% -7.7583%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   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 17.9s, or reduce sample count to 20.
   Benchmarking window order by, built-in functions: Collecting 100 samples in 
estimated 17.919 s (100 iterations                                              
                                                                window order 
by, built-in functions
                           time:   [192.66 ms 199.27 ms 206.93 ms]
                           change: [-8.1837% -5.1872% -1.3218%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 1 outliers among 100 measurements (1.00%)
     1 (1.00%) high severe
   
   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 27.8s, or reduce sample count to 10.
   Benchmarking window partition by, u64_wide, aggregate functions: Collecting 
100 samples in estimated 27.777 s                                               
                                                                window 
partition by, u64_wide, aggregate functions
                           time:   [261.49 ms 265.26 ms 268.94 ms]
                           change: [-18.841% -17.347% -15.891%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   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 14.1s, or reduce sample count to 30.
   Benchmarking window partition by, u64_narrow, aggregate functions: 
Collecting 100 samples in estimated 14.061                                      
                                                                         window 
partition by, u64_narrow, aggregate functions
                           time:   [133.94 ms 135.53 ms 137.16 ms]
                           change: [-19.379% -17.908% -16.493%] (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_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 22.2s, or reduce sample count to 20.
   Benchmarking window partition by, u64_wide, built-in functions: Collecting 
100 samples in estimated 22.179 s (                                             
                                                                 window 
partition by, u64_wide, built-in functions
                           time:   [213.65 ms 215.64 ms 217.65 ms]
                           change: [-20.451% -19.390% -18.336%] (p = 0.00 < 
0.05)
                           Performance has improved.
   Found 2 outliers among 100 measurements (2.00%)
     1 (1.00%) low mild
     1 (1.00%) high mild
   
   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 11.8s, or reduce sample count to 40.
   Benchmarking window partition by, u64_narrow, built-in functions: Collecting 
100 samples in estimated 11.849 s                                               
                                                               window partition 
by, u64_narrow, built-in functions
                           time:   [120.97 ms 122.49 ms 124.03 ms]
                           change: [-22.048% -20.534% -19.035%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   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 45.8s, or reduce sample count to 10.
   Benchmarking window partition and order by, u64_wide, aggregate functions: 
Collecting 100 samples in estimated                                             
                                                                 window 
partition and order by, u64_wide, aggregate functions
                           time:   [434.30 ms 437.73 ms 441.20 ms]
                           change: [-6.4053% -5.1483% -3.8173%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   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 64.5s, or reduce sample count to 10.
   Benchmarking window partition and order by, u64_narrow, aggregate functions: 
Collecting 100 samples in estimat                                               
                                                               window partition 
and order by, u64_narrow, aggregate functions
                           time:   [607.27 ms 610.83 ms 614.46 ms]
                           change: [-5.2088% -4.0570% -2.8806%] (p = 0.00 < 
0.05)
                           Performance has improved.
   
   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 39.4s, or reduce sample count to 10.
   Benchmarking window partition and order by, u64_wide, built-in functions: 
Collecting 100 samples in estimated                                             
                                                                  window 
partition and order by, u64_wide, built-in functions
                           time:   [387.44 ms 390.74 ms 394.56 ms]
                           change: [-0.4466% +0.8918% +2.3908%] (p = 0.21 > 
0.05)
                           No change in performance detected.
   Found 3 outliers among 100 measurements (3.00%)
     2 (2.00%) high mild
     1 (1.00%) high severe
   
   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 38.4s, or reduce sample count to 10.
   Benchmarking window partition and order by, u64_narrow, built-in functions: 
Collecting 100 samples in estimate                                              
                                                                window 
partition and order by, u64_narrow, built-in functions
                           time:   [384.46 ms 389.51 ms 395.09 ms]
                           change: [+2.4390% +4.1822% +5.9735%] (p = 0.00 < 
0.05)
                           Performance has regressed.
   Found 6 outliers among 100 measurements (6.00%)
     2 (2.00%) high mild
     4 (4.00%) high severe
   ```
   
   # What changes are included in this PR?
   <!--
   There is no need to duplicate the description in the issue here but it is 
sometimes worth providing a summary of the individual changes in this PR.
   -->
   
   # Are there any user-facing changes?
   <!--
   If there are user-facing changes then we may require documentation to be 
updated before approving the PR.
   -->
   
   <!--
   If there are any breaking changes to public APIs, please add the `api 
change` label.
   -->
   


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