lidavidm commented on pull request #11189:
URL: https://github.com/apache/arrow/pull/11189#issuecomment-923201576


   Though for what it's worth, arrowbench gives rather similar results locally 
using `as.data.frame(run_benchmark(dataset_taxi_parquet, n_iter=5, 
cpu_count=c(4)))`.
   
   Before:
   ```
   Total run time: 9.956319 secs
      iteration      process        real start_mem_bytes end_mem_bytes
   1          1  2.979338342 0.785497665      2493300736    3698921472
   2          2  2.886093707 0.766516447      3699429376    3714109440
   3          3  2.920944454 0.776514053      3714109440    3714109440
   4          4  2.877046089 0.766922712      3714109440    3714109440
   5          5  2.896827784 0.770490646      3714109440    3714109440
   6          1 18.316171634 4.632888794      2493300736    3777204224
   7          2 17.657202597 4.614435434      3731472384    3815968768
   8          3 17.561911295 4.556154490      3744194560    3779891200
   9          4 17.775040099 4.648452759      3744194560    3815968768
   10         5 17.586604237 4.563611269      3744194560    3779891200
   11         1  0.964031791 0.582021236      2493296640    3450097664
   12         2  0.771914299 0.414866209      3342176256    3463372800
   13         3  0.770634774 0.410928965      3347357696    3527225344
   14         4  0.798272907 0.439264059      3352600576    3523477504
   15         5  0.795549228 0.436603546      3357843456    3523641344
   16         1  0.488568257 0.068626642      2493296640    3346874368
   17         2  0.001445519 0.001448631      3346874368    3346874368
   18         3  0.001467639 0.001470804      3346874368    3346874368
   19         4  0.001425503 0.001428366      3346874368    3346874368
   20         5  0.001460951 0.001464367      3346874368    3346874368
      max_mem_bytes gc_level0 gc_level1 gc_level2          query cpu_count
   1     3720196096         1         0         0       vignette         4
   2     3720196096         0         0         0       vignette         4
   3     3720196096         0         0         0       vignette         4
   4     3720196096         0         0         0       vignette         4
   5     3720196096         0         0         0       vignette         4
   6     3796340736         2         0         1 payment_type_3         4
   7     3815968768         1         0         1 payment_type_3         4
   8     3815968768         1         0         0 payment_type_3         4
   9     3815968768         0         0         1 payment_type_3         4
   10    3815968768         1         0         0 payment_type_3         4
   11    3481989120         2         1         3 small_no_files         4
   12    3513794560         2         0         1 small_no_files         4
   13    3527225344         1         0         1 small_no_files         4
   14    3527225344         2         0         1 small_no_files         4
   15    3527225344         0         1         1 small_no_files         4
   16    3346874368         0         0         0     count_rows         4
   17    3346874368         0         0         0     count_rows         4
   18    3346874368         0         0         0     count_rows         4
   19    3346874368         0         0         0     count_rows         4
   20    3346874368         0         0         0     count_rows         4
   ```
   
   After:
   ```
   Total run time: 9.995613 secs
      iteration      process        real start_mem_bytes end_mem_bytes
   1          1  3.097148086 0.810223818      2493313024    3759751168
   2          2  2.987976486 0.778924227      3760332800    3779207168
   3          3  2.969162397 0.776125669      3779207168    3779207168
   4          4  2.969802084 0.777535439      3779207168    3779207168
   5          5  2.967313487 0.775563955      3779207168    3779207168
   6          1 18.042212503 4.552006245      2493313024    3805003776
   7          2 17.391559404 4.544502735      3759271936    3832758272
   8          3 17.281636477 4.486674547      3760984064    3796680704
   9          4 17.363466488 4.545516968      3760984064    3832758272
   10         5 17.310964707 4.487994194      3760984064    3796680704
   11         1  1.036147931 0.602855206      2493313024    3547631616
   12         2  0.797990419 0.419062376      3439710208    3601801216
   13         3  0.793205374 0.414812803      3485786112    3683479552
   14         4  0.801588050 0.428945065      3508854784    3674488832
   15         5  0.834174869 0.443217278      3508854784    3674656768
   16         1  0.500276311 0.069972277      2493321216    3346898944
   17         2  0.001478722 0.001481056      3346898944    3346898944
   18         3  0.001478401 0.001481295      3346898944    3346898944
   19         4  0.001472831 0.001475811      3346898944    3346898944
   20         5  0.001461316 0.001464128      3346898944    3346898944
      max_mem_bytes gc_level0 gc_level1 gc_level2          query cpu_count
   1     3759751168         1         0         0       vignette         4
   2     3779207168         0         0         0       vignette         4
   3     3779207168         0         0         0       vignette         4
   4     3779207168         0         0         0       vignette         4
   5     3779207168         0         0         0       vignette         4
   6     3824140288         2         0         1 payment_type_3         4
   7     3832758272         1         0         1 payment_type_3         4
   8     3832758272         1         0         0 payment_type_3         4
   9     3832758272         0         0         1 payment_type_3         4
   10    3832758272         1         0         0 payment_type_3         4
   11    3579523072         2         1         3 small_no_files         4
   12    3652222976         2         0         1 small_no_files         4
   13    3683479552         1         0         1 small_no_files         4
   14    3683479552         2         0         1 small_no_files         4
   15    3683479552         0         1         1 small_no_files         4
   16    3414007808         0         0         0     count_rows         4
   17    3414007808         0         0         0     count_rows         4
   18    3414007808         0         0         0     count_rows         4
   19    3414007808         0         0         0     count_rows         4
   20    3414007808         0         0         0     count_rows         4
   ```


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