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Posted to github@arrow.apache.org by "Dandandan (via GitHub)" <gi...@apache.org> on 2026/01/27 21:26:42 UTC

[PR] Optimize `UnalignedBitChunk` [arrow-rs]

Dandandan opened a new pull request, #9284:
URL: https://github.com/apache/arrow-rs/pull/9284

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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3819522617

   
   run benchmark boolean_kernels
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3819576603

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.01    210.3±9.16ns        ? ?/sec    1.00    207.5±0.62ns        ? ?/sec
   and_sliced_1     4.23  1102.3±29.61ns        ? ?/sec    1.00    260.5±1.03ns        ? ?/sec
   and_sliced_24    1.06    245.4±0.75ns        ? ?/sec    1.00   232.3±10.65ns        ? ?/sec
   not              1.00    145.9±1.69ns        ? ?/sec    1.03    150.4±0.53ns        ? ?/sec
   not_slice_24     1.02    192.4±1.27ns        ? ?/sec    1.00    188.0±1.46ns        ? ?/sec
   not_sliced_1     3.49   627.8±33.64ns        ? ?/sec    1.00    179.9±0.64ns        ? ?/sec
   or               1.00    197.6±2.80ns        ? ?/sec    1.00    197.5±1.73ns        ? ?/sec
   or_sliced_1      3.92  1101.5±31.17ns        ? ?/sec    1.00   280.9±12.34ns        ? ?/sec
   or_sliced_24     1.07    248.4±4.06ns        ? ?/sec    1.00    232.1±8.23ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812696574

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (060afb8ccada7f5fa888e3b8da110bd7c803839d) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..060afb8ccada7f5fa888e3b8da110bd7c803839d)
   BENCH_NAME=filter_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench filter_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811003371

   
   run benchmark boolean_kernels
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811836041

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    209.5±2.43ns        ? ?/sec    1.12    235.3±2.74ns        ? ?/sec
   and_sliced_1     4.27  1102.0±16.28ns        ? ?/sec    1.00    258.3±0.80ns        ? ?/sec
   and_sliced_24    1.07    247.6±1.57ns        ? ?/sec    1.00    230.9±0.91ns        ? ?/sec
   not              1.00    146.4±0.89ns        ? ?/sec    1.04    151.7±1.66ns        ? ?/sec
   not_slice_24     1.03    194.6±2.11ns        ? ?/sec    1.00    188.3±1.39ns        ? ?/sec
   not_sliced_1     2.58   622.6±15.57ns        ? ?/sec    1.00    241.1±2.83ns        ? ?/sec
   or               1.00    199.3±2.13ns        ? ?/sec    1.17    232.8±0.92ns        ? ?/sec
   or_sliced_1      3.93   1097.9±2.51ns        ? ?/sec    1.00    279.3±2.24ns        ? ?/sec
   or_sliced_24     1.06    248.7±2.98ns        ? ?/sec    1.00    234.2±1.28ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808121778

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                         main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                         ----                                   ------------------------------------
   filter context decimal128 (kept 1/2)                                          1.08     45.0±6.00µs        ? ?/sec    1.00     41.7±1.63µs        ? ?/sec
   filter context decimal128 high selectivity (kept 1023/1024)                   1.00     50.6±1.10µs        ? ?/sec    1.02     51.8±0.92µs        ? ?/sec
   filter context decimal128 low selectivity (kept 1/1024)                       1.02    232.1±2.99ns        ? ?/sec    1.00    226.4±2.00ns        ? ?/sec
   filter context f32 (kept 1/2)                                                 1.00     77.5±0.62µs        ? ?/sec    1.13     87.9±0.61µs        ? ?/sec
   filter context f32 high selectivity (kept 1023/1024)                          1.02     10.1±0.41µs        ? ?/sec    1.00      9.9±0.56µs        ? ?/sec
   filter context f32 low selectivity (kept 1/1024)                              1.02    427.5±4.68ns        ? ?/sec    1.00    420.7±1.93ns        ? ?/sec
   filter context fsb with value length 20 (kept 1/2)                            1.00     60.6±0.23µs        ? ?/sec    1.16     70.5±0.24µs        ? ?/sec
   filter context fsb with value length 20 high selectivity (kept 1023/1024)     1.00     60.6±0.41µs        ? ?/sec    1.17     70.6±0.48µs        ? ?/sec
   filter context fsb with value length 20 low selectivity (kept 1/1024)         1.00     60.6±0.26µs        ? ?/sec    1.17     70.6±0.25µs        ? ?/sec
   filter context fsb with value length 5 (kept 1/2)                             1.00     60.6±0.54µs        ? ?/sec    1.16     70.5±0.22µs        ? ?/sec
   filter context fsb with value length 5 high selectivity (kept 1023/1024)      1.00     60.6±0.48µs        ? ?/sec    1.17     70.6±0.87µs        ? ?/sec
   filter context fsb with value length 5 low selectivity (kept 1/1024)          1.00     60.6±0.49µs        ? ?/sec    1.17     70.7±0.43µs        ? ?/sec
   filter context fsb with value length 50 (kept 1/2)                            1.00     60.6±0.32µs        ? ?/sec    1.17     70.7±0.52µs        ? ?/sec
   filter context fsb with value length 50 high selectivity (kept 1023/1024)     1.00     60.6±0.33µs        ? ?/sec    1.17     70.7±0.57µs        ? ?/sec
   filter context fsb with value length 50 low selectivity (kept 1/1024)         1.00     60.7±0.74µs        ? ?/sec    1.17     70.7±0.88µs        ? ?/sec
   filter context i32 (kept 1/2)                                                 1.01     16.7±0.10µs        ? ?/sec    1.00     16.5±0.14µs        ? ?/sec
   filter context i32 high selectivity (kept 1023/1024)                          1.09      6.8±0.41µs        ? ?/sec    1.00      6.2±0.34µs        ? ?/sec
   filter context i32 low selectivity (kept 1/1024)                              1.00    219.3±1.72ns        ? ?/sec    1.01    221.9±1.43ns        ? ?/sec
   filter context i32 w NULLs (kept 1/2)                                         1.00     77.7±0.87µs        ? ?/sec    1.13     87.7±1.03µs        ? ?/sec
   filter context i32 w NULLs high selectivity (kept 1023/1024)                  1.01     10.3±0.41µs        ? ?/sec    1.00     10.2±0.48µs        ? ?/sec
   filter context i32 w NULLs low selectivity (kept 1/1024)                      1.01   423.6±10.73ns        ? ?/sec    1.00    418.9±4.40ns        ? ?/sec
   filter context mixed string view (kept 1/2)                                   1.00    104.1±4.37µs        ? ?/sec    1.11    115.2±5.03µs        ? ?/sec
   filter context mixed string view high selectivity (kept 1023/1024)            1.00     55.2±1.16µs        ? ?/sec    1.01     55.4±1.38µs        ? ?/sec
   filter context mixed string view low selectivity (kept 1/1024)                1.00    605.9±4.53ns        ? ?/sec    1.02    616.7±9.10ns        ? ?/sec
   filter context short string view (kept 1/2)                                   1.00    106.7±6.58µs        ? ?/sec    1.14    122.0±6.87µs        ? ?/sec
   filter context short string view high selectivity (kept 1023/1024)            1.00     53.8±1.46µs        ? ?/sec    1.03     55.3±1.01µs        ? ?/sec
   filter context short string view low selectivity (kept 1/1024)                1.01   475.7±18.16ns        ? ?/sec    1.00    472.6±2.53ns        ? ?/sec
   filter context string (kept 1/2)                                              1.00    578.8±7.31µs        ? ?/sec    1.04   603.4±15.56µs        ? ?/sec
   filter context string dictionary (kept 1/2)                                   1.00     16.9±0.31µs        ? ?/sec    1.04     17.5±0.71µs        ? ?/sec
   filter context string dictionary high selectivity (kept 1023/1024)            1.03      7.2±0.51µs        ? ?/sec    1.00      7.0±0.48µs        ? ?/sec
   filter context string dictionary low selectivity (kept 1/1024)                1.00    637.7±4.22ns        ? ?/sec    1.00    637.0±3.36ns        ? ?/sec
   filter context string dictionary w NULLs (kept 1/2)                           1.00     78.5±1.31µs        ? ?/sec    1.13     88.5±0.71µs        ? ?/sec
   filter context string dictionary w NULLs high selectivity (kept 1023/1024)    1.00     10.5±0.40µs        ? ?/sec    1.03     10.8±0.58µs        ? ?/sec
   filter context string dictionary w NULLs low selectivity (kept 1/1024)        1.01    865.4±5.85ns        ? ?/sec    1.00   856.5±53.29ns        ? ?/sec
   filter context string high selectivity (kept 1023/1024)                       1.00   634.1±22.32µs        ? ?/sec    1.02   646.8±20.49µs        ? ?/sec
   filter context string low selectivity (kept 1/1024)                           1.00    909.3±3.51ns        ? ?/sec    1.08   985.7±12.71ns        ? ?/sec
   filter context u8 (kept 1/2)                                                  1.00     15.0±0.10µs        ? ?/sec    1.00     15.0±0.15µs        ? ?/sec
   filter context u8 high selectivity (kept 1023/1024)                           1.09  1997.8±17.80ns        ? ?/sec    1.00  1836.2±11.64ns        ? ?/sec
   filter context u8 low selectivity (kept 1/1024)                               1.01    215.2±4.55ns        ? ?/sec    1.00    213.9±0.83ns        ? ?/sec
   filter context u8 w NULLs (kept 1/2)                                          1.00     76.0±0.63µs        ? ?/sec    1.13     85.9±0.39µs        ? ?/sec
   filter context u8 w NULLs high selectivity (kept 1023/1024)                   1.01      5.1±0.04µs        ? ?/sec    1.00      5.0±0.06µs        ? ?/sec
   filter context u8 w NULLs low selectivity (kept 1/1024)                       1.00    418.1±4.15ns        ? ?/sec    1.00    417.6±6.57ns        ? ?/sec
   filter decimal128 (kept 1/2)                                                  1.11     51.1±5.46µs        ? ?/sec    1.00     45.8±4.29µs        ? ?/sec
   filter decimal128 high selectivity (kept 1023/1024)                           1.04     55.2±0.82µs        ? ?/sec    1.00     53.3±1.33µs        ? ?/sec
   filter decimal128 low selectivity (kept 1/1024)                               1.91      3.2±0.03µs        ? ?/sec    1.00   1658.8±9.53ns        ? ?/sec
   filter f32 (kept 1/2)                                                         1.12    141.2±1.65µs        ? ?/sec    1.00    126.2±0.75µs        ? ?/sec
   filter fsb with value length 20 (kept 1/2)                                    1.09    137.4±2.22µs        ? ?/sec    1.00    126.4±0.89µs        ? ?/sec
   filter fsb with value length 20 high selectivity (kept 1023/1024)             1.00     71.2±1.94µs        ? ?/sec    1.01     72.0±1.75µs        ? ?/sec
   filter fsb with value length 20 low selectivity (kept 1/1024)                 1.80      3.5±0.22µs        ? ?/sec    1.00  1944.9±29.22ns        ? ?/sec
   filter fsb with value length 5 (kept 1/2)                                     1.08    142.1±0.76µs        ? ?/sec    1.00    132.1±1.80µs        ? ?/sec
   filter fsb with value length 5 high selectivity (kept 1023/1024)              1.12     11.7±0.61µs        ? ?/sec    1.00     10.5±0.56µs        ? ?/sec
   filter fsb with value length 5 low selectivity (kept 1/1024)                  1.89      3.4±0.03µs        ? ?/sec    1.00  1809.3±13.79ns        ? ?/sec
   filter fsb with value length 50 (kept 1/2)                                    1.13   170.2±17.54µs        ? ?/sec    1.00   150.5±10.19µs        ? ?/sec
   filter fsb with value length 50 high selectivity (kept 1023/1024)             1.00    208.9±9.23µs        ? ?/sec    1.00    209.3±6.50µs        ? ?/sec
   filter fsb with value length 50 low selectivity (kept 1/1024)                 1.81      3.4±0.04µs        ? ?/sec    1.00  1906.0±17.68ns        ? ?/sec
   filter i32 (kept 1/2)                                                         1.24     53.8±1.00µs        ? ?/sec    1.00     43.5±0.36µs        ? ?/sec
   filter i32 high selectivity (kept 1023/1024)                                  1.03      9.1±0.55µs        ? ?/sec    1.00      8.7±0.51µs        ? ?/sec
   filter i32 low selectivity (kept 1/1024)                                      1.98      3.0±0.02µs        ? ?/sec    1.00  1499.1±11.19ns        ? ?/sec
   filter optimize (kept 1/2)                                                    1.01     35.9±0.21µs        ? ?/sec    1.00     35.6±0.24µs        ? ?/sec
   filter optimize high selectivity (kept 1023/1024)                             1.19      2.7±0.02µs        ? ?/sec    1.00      2.3±0.02µs        ? ?/sec
   filter optimize low selectivity (kept 1/1024)                                 1.33  1793.3±24.31ns        ? ?/sec    1.00  1349.2±14.95ns        ? ?/sec
   filter run array (kept 1/2)                                                   1.00    381.6±5.29µs        ? ?/sec    1.21    460.2±4.38µs        ? ?/sec
   filter run array high selectivity (kept 1023/1024)                            1.00    395.8±3.91µs        ? ?/sec    1.25    496.0±1.61µs        ? ?/sec
   filter run array low selectivity (kept 1/1024)                                1.00    284.4±4.80µs        ? ?/sec    1.34    380.3±3.07µs        ? ?/sec
   filter single record batch                                                    1.19     38.5±0.50µs        ? ?/sec    1.00     32.2±0.24µs        ? ?/sec
   filter u8 (kept 1/2)                                                          1.12     36.1±0.31µs        ? ?/sec    1.00     32.2±0.12µs        ? ?/sec
   filter u8 high selectivity (kept 1023/1024)                                   1.08      3.8±0.03µs        ? ?/sec    1.00      3.5±0.02µs        ? ?/sec
   filter u8 low selectivity (kept 1/1024)                                       1.97      3.0±0.03µs        ? ?/sec    1.00  1501.2±11.78ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812854225

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    209.2±1.88ns        ? ?/sec    1.13    237.2±1.43ns        ? ?/sec
   and_sliced_1     4.21  1099.4±14.92ns        ? ?/sec    1.00    261.3±3.45ns        ? ?/sec
   and_sliced_24    1.08    249.1±6.95ns        ? ?/sec    1.00    229.9±1.46ns        ? ?/sec
   not              1.00    146.7±2.22ns        ? ?/sec    1.06    154.8±2.42ns        ? ?/sec
   not_slice_24     1.09    194.5±1.03ns        ? ?/sec    1.00    178.0±0.80ns        ? ?/sec
   not_sliced_1     2.57    619.5±2.63ns        ? ?/sec    1.00    241.5±2.66ns        ? ?/sec
   or               1.00    198.5±0.77ns        ? ?/sec    1.17    231.6±4.39ns        ? ?/sec
   or_sliced_1      4.22   1099.3±5.54ns        ? ?/sec    1.00    260.5±1.23ns        ? ?/sec
   or_sliced_24     1.09    248.4±1.25ns        ? ?/sec    1.00    228.8±4.34ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on code in PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#discussion_r2737777188


##########
arrow-buffer/src/buffer/mutable.rs:
##########
@@ -872,15 +872,16 @@ impl MutableBuffer {
 
         let mut buffer = MutableBuffer::new(len);
 
-        let mut dst = buffer.data.as_ptr();
-        for item in iterator {
+        let mut dst = buffer.data.as_ptr() as *mut T;
+        iterator.for_each(|item| {

Review Comment:
   `for_each` uses `fold` so can use a more efficient implementation if it is available.



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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3807622749

   🤖 Hi @Dandandan, thanks for the request (https://github.com/apache/arrow-rs/pull/9284#issuecomment-3807622376).
   
   [`scrape_comments.py`](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/scrape_comments.py) only supports whitelisted benchmarks.
   - Standard: (none)
   - Criterion: array_iter, arrow_reader, arrow_reader_clickbench, arrow_reader_row_filter, arrow_statistics, arrow_writer, bitwise_kernel, boolean_kernels, buffer_bit_ops, cast_kernels, coalesce_kernels, comparison_kernels, concatenate_kernel, csv_writer, encoding, filter_kernels, interleave_kernels, json-reader, metadata, row_format, take_kernels, union_array, variant_builder, variant_kernels, variant_validation, view_types, zip_kernels
   
   Please choose one or more of these with `run benchmark <name>` or `run benchmark <name1> <name2>...`


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808121900

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (b4b71aa2ed596a56f0abb9e77552011a875e617a) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..b4b71aa2ed596a56f0abb9e77552011a875e617a)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811038433

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.01    209.3±2.51ns        ? ?/sec    1.00    207.1±2.82ns        ? ?/sec
   and_sliced_1     4.27  1098.8±18.60ns        ? ?/sec    1.00    257.0±1.94ns        ? ?/sec
   and_sliced_24    1.00    248.0±5.92ns        ? ?/sec    1.22    302.3±3.33ns        ? ?/sec
   not              1.02    146.6±4.34ns        ? ?/sec    1.00    143.0±0.66ns        ? ?/sec
   not_slice_24     1.00    194.2±1.16ns        ? ?/sec    1.25    242.8±1.06ns        ? ?/sec
   not_sliced_1     2.61   623.9±18.17ns        ? ?/sec    1.00    238.8±6.95ns        ? ?/sec
   or               1.01    198.7±1.11ns        ? ?/sec    1.00    196.4±1.07ns        ? ?/sec
   or_sliced_1      4.27   1096.8±1.58ns        ? ?/sec    1.00    256.7±1.07ns        ? ?/sec
   or_sliced_24     1.00    248.6±2.68ns        ? ?/sec    1.21    300.9±3.22ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811446014

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.01    209.2±2.21ns        ? ?/sec    1.00    206.9±0.95ns        ? ?/sec
   and_sliced_1     3.93   1098.8±4.39ns        ? ?/sec    1.00    279.3±3.38ns        ? ?/sec
   and_sliced_24    1.00    247.7±1.19ns        ? ?/sec    1.06    261.8±2.56ns        ? ?/sec
   not              1.00    146.7±1.26ns        ? ?/sec    1.03    150.6±1.33ns        ? ?/sec
   not_slice_24     1.04    195.1±2.49ns        ? ?/sec    1.00    187.6±0.70ns        ? ?/sec
   not_sliced_1     2.57    620.0±3.57ns        ? ?/sec    1.00    241.1±6.37ns        ? ?/sec
   or               1.00    199.3±5.45ns        ? ?/sec    1.00    198.3±6.43ns        ? ?/sec
   or_sliced_1      4.22   1099.0±7.10ns        ? ?/sec    1.00    260.5±5.20ns        ? ?/sec
   or_sliced_24     1.07    249.0±3.83ns        ? ?/sec    1.00    232.4±8.44ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812854496

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (060afb8ccada7f5fa888e3b8da110bd7c803839d) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..060afb8ccada7f5fa888e3b8da110bd7c803839d)
   BENCH_NAME=arrow_reader_clickbench
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader_clickbench 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808028798

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (b4b71aa2ed596a56f0abb9e77552011a875e617a) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..b4b71aa2ed596a56f0abb9e77552011a875e617a)
   BENCH_NAME=filter_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench filter_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810444902

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    210.6±5.55ns        ? ?/sec    1.32    278.7±2.24ns        ? ?/sec
   and_sliced_1     1.95  1101.7±18.85ns        ? ?/sec    1.00    564.1±3.51ns        ? ?/sec
   and_sliced_24    1.00    248.6±2.07ns        ? ?/sec    1.17    289.8±3.47ns        ? ?/sec
   not              1.00    148.4±2.89ns        ? ?/sec    1.26    187.1±3.70ns        ? ?/sec
   not_slice_24     1.00    197.9±9.43ns        ? ?/sec    1.18    232.6±3.45ns        ? ?/sec
   not_sliced_1     1.30    621.0±7.59ns        ? ?/sec    1.00    478.4±5.67ns        ? ?/sec
   or               1.00   200.4±11.38ns        ? ?/sec    1.28    256.4±4.39ns        ? ?/sec
   or_sliced_1      1.97   1099.8±9.53ns        ? ?/sec    1.00    558.9±1.48ns        ? ?/sec
   or_sliced_24     1.00    249.3±2.19ns        ? ?/sec    1.16    290.0±1.67ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on code in PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#discussion_r2737754463


##########
arrow-buffer/src/buffer/boolean.rs:
##########
@@ -336,28 +329,60 @@ impl BooleanBuffer {
                 }
             }
         }
+
+        if left_offset_in_bits == right_offset_in_bits {
+            // is aligned to byte boundary
+            if left_offset_in_bits & 0x7 == 0 {
+                let left = &left[left_offset_in_bits / 8..];
+                let right = &right[right_offset_in_bits / 8..];
+
+                let left_chunks = BitChunks::new(left, 0, len_in_bits);
+                let right_chunks = BitChunks::new(right, 0, len_in_bits);
+                let mut result = Vec::with_capacity(bit_util::ceil(len_in_bits, 64));
+
+                let l_iter = left
+                    .chunks_exact(8)
+                    .map(|c| u64::from_le_bytes(c.try_into().unwrap()));
+                let r_iter = right
+                    .chunks_exact(8)
+                    .map(|c| u64::from_le_bytes(c.try_into().unwrap()));
+
+                result.extend(l_iter.zip(r_iter).map(|(l, r)| op(l, r)));
+
+                if left_chunks.remainder_len() > 0 {
+                    result.push(op(
+                        left_chunks.remainder_bits(),
+                        right_chunks.remainder_bits(),
+                    ));
+                }
+                return BooleanBuffer::new(Buffer::from(result), 0, len_in_bits);
+            }
+
+            // both buffers have the same offset, we can use UnalignedBitChunk for both
+            let left_chunks = UnalignedBitChunk::new(left, left_offset_in_bits, len_in_bits);

Review Comment:
   I think we actually don't have to use this part (use the byte aligned one above and set the correct offset).



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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3809469313

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (15ad389623350e47f0c30ea2980d550a12624ff3) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..15ad389623350e47f0c30ea2980d550a12624ff3)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812316290

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                                                      main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                                                      ----                                   ------------------------------------
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                           1.00  1180.3±11.63µs        ? ?/sec    1.01  1194.1±23.49µs        ? ?/sec
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                          1.00   1249.6±9.93µs        ? ?/sec    1.03  1288.4±11.98µs        ? ?/sec
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                            1.00  1188.9±15.84µs        ? ?/sec    1.00  1191.6±16.35µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, mandatory, no NULLs                                     1.00    481.3±4.12µs        ? ?/sec    1.29    623.1±8.25µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, optional, half NULLs                                    1.00    658.5±3.93µs        ? ?/sec    1.15    757.9±4.17µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, optional, no NULLs                                      1.00    486.4±6.39µs        ? ?/sec    1.26    614.9±5.04µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, mandatory, no NULLs                                          1.03    557.5±4.56µs        ? ?/sec    1.00    543.7±3.71µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, optional, half NULLs                                         1.00    727.4±8.72µs        ? ?/sec    1.03    749.6±7.81µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, optional, no NULLs                                           1.02    572.3±8.45µs        ? ?/sec    1.00   562.4±25.21µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, mandatory, no NULLs                                 1.00    154.1±3.06µs        ? ?/sec    1.04    159.7±2.24µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, optional, half NULLs                                1.18    225.4±1.87µs        ? ?/sec    1.00    191.3±1.53µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, optional, no NULLs                                  1.08    163.5±2.46µs        ? ?/sec    1.00    150.9±1.92µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs                                      1.09    224.2±3.55µs        ? ?/sec    1.00    204.8±5.19µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs, short string                        1.00   195.8±10.48µs        ? ?/sec    1.19    232.0±1.34µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, optional, half NULLs                                     1.13    258.7±2.61µs        ? ?/sec    1.00    228.0±6.63µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, optional, no NULLs                                       1.09    232.6±3.37µs        ? ?/sec    1.00    213.7±5.13µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs     1.01  1091.8±11.29µs        ? ?/sec    1.00  1085.9±12.99µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, half NULLs    1.03   982.2±17.60µs        ? ?/sec    1.00   955.9±14.56µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, no NULLs      1.01   1097.8±6.39µs        ? ?/sec    1.00  1090.4±10.33µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                 1.18    467.7±8.08µs        ? ?/sec    1.00    397.6±3.18µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                1.14   672.6±22.86µs        ? ?/sec    1.00    590.8±8.40µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                  1.15    467.1±4.47µs        ? ?/sec    1.00    405.8±6.69µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, mandatory, no NULLs        1.21    195.0±1.05µs        ? ?/sec    1.00    161.5±3.32µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, half NULLs       1.14    340.5±6.02µs        ? ?/sec    1.00    298.9±3.37µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, no NULLs         1.21    200.7±3.88µs        ? ?/sec    1.00    166.2±3.76µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, mandatory, no NULLs                    1.54    118.1±2.87µs        ? ?/sec    1.00     76.4±0.94µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, half NULLs                   1.18    301.3±6.66µs        ? ?/sec    1.00    254.8±2.38µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, no NULLs                     1.51    123.0±1.11µs        ? ?/sec    1.00     81.2±0.99µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, mandatory, no NULLs                    1.00    690.0±4.04µs        ? ?/sec    1.07    738.0±4.56µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, half NULLs                   1.00   587.9±12.97µs        ? ?/sec    1.00    588.9±6.59µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, no NULLs                     1.00    698.6±7.79µs        ? ?/sec    1.08   752.0±59.02µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, mandatory, no NULLs                                1.02     63.8±1.64µs        ? ?/sec    1.00     62.7±1.55µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, half NULLs                               1.07    273.0±2.60µs        ? ?/sec    1.00    255.9±3.61µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, no NULLs                                 1.02     71.3±2.25µs        ? ?/sec    1.00     70.2±2.52µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, mandatory, no NULLs                     1.00     86.2±0.88µs        ? ?/sec    1.09     94.3±1.36µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, half NULLs                    1.01    231.7±4.74µs        ? ?/sec    1.00    229.0±1.12µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, no NULLs                      1.00     91.0±0.38µs        ? ?/sec    1.09     99.5±3.03µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, mandatory, no NULLs                                 1.00      9.1±0.20µs        ? ?/sec    1.03      9.4±0.19µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, half NULLs                                1.03    191.7±0.79µs        ? ?/sec    1.00    186.9±4.44µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, no NULLs                                  1.00     14.2±0.24µs        ? ?/sec    1.01     14.4±0.30µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, mandatory, no NULLs                     1.00    170.7±3.78µs        ? ?/sec    1.08    184.3±2.85µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, half NULLs                    1.06    372.3±2.41µs        ? ?/sec    1.00    349.9±2.97µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, no NULLs                      1.00    175.7±0.79µs        ? ?/sec    1.08    189.2±1.71µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, mandatory, no NULLs                                 1.00     14.5±0.56µs        ? ?/sec    1.00     14.5±0.32µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, half NULLs                                1.12    298.5±7.32µs        ? ?/sec    1.00    266.4±2.38µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, no NULLs                                  1.02     20.3±0.51µs        ? ?/sec    1.00     20.0±0.49µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, mandatory, no NULLs                     1.00    342.2±2.13µs        ? ?/sec    1.07    366.7±5.13µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, half NULLs                    1.02    400.8±2.33µs        ? ?/sec    1.00    393.0±3.18µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, no NULLs                      1.00    349.4±4.10µs        ? ?/sec    1.07    373.6±7.69µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, mandatory, no NULLs                                 1.00     26.8±0.38µs        ? ?/sec    1.06     28.5±1.10µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, half NULLs                                1.10    246.5±3.77µs        ? ?/sec    1.00    224.0±1.13µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, no NULLs                                  1.00     33.8±0.78µs        ? ?/sec    1.06     35.8±1.16µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.00    108.9±2.21µs        ? ?/sec    1.00    108.4±1.31µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, half NULLs                          1.00    129.7±0.61µs        ? ?/sec    1.06    137.8±0.68µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, no NULLs                            1.00    111.9±0.57µs        ? ?/sec    1.00    111.9±2.79µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, mandatory, no NULLs                                1.00    159.2±1.49µs        ? ?/sec    1.00    158.5±3.33µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, optional, half NULLs                               1.00    222.7±2.10µs        ? ?/sec    1.07    237.4±2.07µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, optional, no NULLs                                 1.01    164.5±2.55µs        ? ?/sec    1.00    163.0±1.82µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.00     75.4±0.54µs        ? ?/sec    1.00     75.7±1.18µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.00    179.4±3.63µs        ? ?/sec    1.09    194.8±3.29µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.01     80.8±0.65µs        ? ?/sec    1.00     80.4±0.40µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.01    145.4±1.28µs        ? ?/sec    1.00    143.5±5.76µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, half NULLs                          1.00    217.7±3.14µs        ? ?/sec    1.06    230.9±1.59µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, no NULLs                            1.01    150.0±0.89µs        ? ?/sec    1.00    148.2±2.12µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, mandatory, no NULLs                                1.02     73.5±1.29µs        ? ?/sec    1.00     71.7±0.46µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, half NULLs                               1.00    179.5±1.57µs        ? ?/sec    1.07    192.7±1.70µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, no NULLs                                 1.01     78.4±1.33µs        ? ?/sec    1.00     77.6±1.76µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.02    109.2±1.12µs        ? ?/sec    1.00    106.8±2.42µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, half NULLs                          1.01    118.5±1.34µs        ? ?/sec    1.00    116.8±1.44µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, no NULLs                            1.01    110.3±0.35µs        ? ?/sec    1.00    109.2±0.80µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, mandatory, no NULLs                                1.01    161.5±0.93µs        ? ?/sec    1.00    160.1±1.45µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, optional, half NULLs                               1.02    208.4±1.22µs        ? ?/sec    1.00    205.1±1.09µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, optional, no NULLs                                 1.02    167.3±3.33µs        ? ?/sec    1.00    164.7±0.58µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.01    201.9±1.48µs        ? ?/sec    1.00    199.3±1.03µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.01    226.2±1.28µs        ? ?/sec    1.00    223.6±8.08µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.02    207.7±0.73µs        ? ?/sec    1.00    204.5±1.29µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.01    143.0±1.00µs        ? ?/sec    1.00    141.0±2.26µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, half NULLs                          1.03   196.4±10.31µs        ? ?/sec    1.00    190.9±2.51µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, no NULLs                            1.01    148.7±0.83µs        ? ?/sec    1.00    147.0±3.07µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, mandatory, no NULLs                                1.01    100.6±1.20µs        ? ?/sec    1.00    100.1±0.94µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, half NULLs                               1.02    172.4±1.13µs        ? ?/sec    1.00    168.8±5.50µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, no NULLs                                 1.04    113.5±1.30µs        ? ?/sec    1.00    108.8±2.59µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, mandatory, no NULLs                                      1.00     76.8±1.31µs        ? ?/sec    1.00     76.8±0.38µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, optional, half NULLs                                     1.00    102.9±0.68µs        ? ?/sec    1.09    111.9±1.20µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, optional, no NULLs                                       1.00     79.2±0.52µs        ? ?/sec    1.01     79.9±1.73µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, mandatory, no NULLs                                           1.00    106.1±0.45µs        ? ?/sec    1.00    106.2±1.75µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, optional, half NULLs                                          1.00   176.8±15.56µs        ? ?/sec    1.08    191.7±3.23µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, optional, no NULLs                                            1.02   112.6±10.32µs        ? ?/sec    1.00    110.2±0.69µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     40.8±0.40µs        ? ?/sec    1.05     42.8±0.13µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, optional, half NULLs                              1.00    141.8±1.62µs        ? ?/sec    1.11    157.9±0.96µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, optional, no NULLs                                1.00     45.4±0.34µs        ? ?/sec    1.03     46.7±0.27µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, mandatory, no NULLs                                      1.01    111.7±0.92µs        ? ?/sec    1.00    110.3±1.19µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, optional, half NULLs                                     1.00    180.1±1.38µs        ? ?/sec    1.09    196.6±4.10µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, optional, no NULLs                                       1.01    115.8±0.48µs        ? ?/sec    1.00    114.9±2.66µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, mandatory, no NULLs                                           1.00     36.7±0.12µs        ? ?/sec    1.00     36.8±0.21µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, optional, half NULLs                                          1.00    138.8±1.95µs        ? ?/sec    1.12    155.5±1.14µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, optional, no NULLs                                            1.02     42.1±0.18µs        ? ?/sec    1.00     41.2±0.21µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, mandatory, no NULLs                                      1.00     82.2±0.45µs        ? ?/sec    1.01     83.0±2.24µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, optional, half NULLs                                     1.00    101.1±0.97µs        ? ?/sec    1.10    111.0±1.82µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, optional, no NULLs                                       1.00     85.4±4.48µs        ? ?/sec    1.00     85.1±0.53µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, mandatory, no NULLs                                           1.01    107.0±1.72µs        ? ?/sec    1.00    105.9±2.46µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, optional, half NULLs                                          1.00    165.4±1.02µs        ? ?/sec    1.11    183.4±1.12µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, optional, no NULLs                                            1.01    111.1±0.97µs        ? ?/sec    1.00    110.4±0.84µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     23.0±0.24µs        ? ?/sec    1.01     23.2±0.24µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, optional, half NULLs                              1.00    121.8±1.07µs        ? ?/sec    1.14    138.6±1.78µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, optional, no NULLs                                1.00     27.7±0.62µs        ? ?/sec    1.00     27.7±0.38µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, mandatory, no NULLs                                      1.02     93.1±1.71µs        ? ?/sec    1.00     91.0±0.74µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, optional, half NULLs                                     1.00    160.8±1.37µs        ? ?/sec    1.10    177.4±3.73µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, optional, no NULLs                                       1.01     96.5±1.55µs        ? ?/sec    1.00     96.0±1.59µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, mandatory, no NULLs                                           1.01     15.5±0.67µs        ? ?/sec    1.00     15.3±0.25µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, optional, half NULLs                                          1.00    120.0±1.11µs        ? ?/sec    1.13    135.9±0.74µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, optional, no NULLs                                            1.01     21.2±0.40µs        ? ?/sec    1.00     21.1±0.45µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, mandatory, no NULLs                                      1.00     79.8±0.60µs        ? ?/sec    1.00     79.8±2.90µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, optional, half NULLs                                     1.00     89.4±0.65µs        ? ?/sec    1.00     89.5±0.94µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, optional, no NULLs                                       1.00     82.0±0.87µs        ? ?/sec    1.00     82.0±1.69µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, mandatory, no NULLs                                           1.01    108.0±1.70µs        ? ?/sec    1.00    106.5±0.96µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, optional, half NULLs                                          1.00    141.9±1.23µs        ? ?/sec    1.00    141.4±1.02µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, optional, no NULLs                                            1.01    110.1±1.22µs        ? ?/sec    1.00    108.6±2.68µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, mandatory, no NULLs                               1.00    146.2±0.84µs        ? ?/sec    1.00    146.3±0.57µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, optional, half NULLs                              1.01    168.2±4.88µs        ? ?/sec    1.00    166.7±1.16µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, optional, no NULLs                                1.00    151.4±1.35µs        ? ?/sec    1.00    150.9±1.42µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, mandatory, no NULLs                                      1.01     88.4±1.23µs        ? ?/sec    1.00     87.6±0.69µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, optional, half NULLs                                     1.01    135.6±1.26µs        ? ?/sec    1.00    134.4±0.59µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, optional, no NULLs                                       1.01     93.2±0.69µs        ? ?/sec    1.00     92.6±2.06µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, mandatory, no NULLs                                           1.00     39.4±0.76µs        ? ?/sec    1.05     41.6±1.47µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, optional, half NULLs                                          1.02    112.3±3.75µs        ? ?/sec    1.00    110.1±1.08µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, optional, no NULLs                                            1.00     43.1±0.86µs        ? ?/sec    1.10     47.4±0.85µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, mandatory, no NULLs                                       1.00     80.6±1.51µs        ? ?/sec    1.02     81.8±0.52µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, optional, half NULLs                                      1.00    102.9±0.63µs        ? ?/sec    1.10    112.8±0.89µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, optional, no NULLs                                        1.00     82.9±0.37µs        ? ?/sec    1.03     85.3±1.52µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, mandatory, no NULLs                                            1.00    108.1±2.27µs        ? ?/sec    1.00    108.6±1.80µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, optional, half NULLs                                           1.00   173.3±15.71µs        ? ?/sec    1.09    189.3±1.59µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, optional, no NULLs                                             1.00    112.2±0.46µs        ? ?/sec    1.01    113.0±0.54µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, mandatory, no NULLs                                1.02     34.7±0.32µs        ? ?/sec    1.00     34.1±0.12µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, optional, half NULLs                               1.00    133.6±1.66µs        ? ?/sec    1.12    149.9±1.89µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, optional, no NULLs                                 1.05     39.1±0.15µs        ? ?/sec    1.00     37.3±0.21µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, mandatory, no NULLs                                       1.02    104.0±0.42µs        ? ?/sec    1.00    102.4±1.50µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, optional, half NULLs                                      1.00   175.3±12.52µs        ? ?/sec    1.08    189.1±7.11µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, optional, no NULLs                                        1.02    108.5±0.98µs        ? ?/sec    1.00    106.6±0.74µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, mandatory, no NULLs                                            1.00     28.9±0.21µs        ? ?/sec    1.00     29.0±0.18µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, optional, half NULLs                                           1.00    131.9±2.40µs        ? ?/sec    1.13    148.3±2.36µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, optional, no NULLs                                             1.03     34.1±0.53µs        ? ?/sec    1.00     33.3±0.19µs        ? ?/sec
   arrow_array_reader/ListArray/plain encoded optional strings half NULLs                                     1.00      6.2±0.09ms        ? ?/sec    1.02      6.3±0.05ms        ? ?/sec
   arrow_array_reader/ListArray/plain encoded optional strings no NULLs                                       1.00     12.3±0.17ms        ? ?/sec    1.03     12.7±0.34ms        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, mandatory, no NULLs                                     1.00    491.7±5.07µs        ? ?/sec    1.27    622.7±7.51µs        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, optional, half NULLs                                    1.00   659.4±11.23µs        ? ?/sec    1.15   761.1±14.06µs        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, optional, no NULLs                                      1.00    487.9±5.70µs        ? ?/sec    1.28    624.8±5.70µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, mandatory, no NULLs                                          1.01   659.7±12.91µs        ? ?/sec    1.00    655.4±6.38µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, optional, half NULLs                                         1.00    775.2±4.43µs        ? ?/sec    1.03    800.8±8.44µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, optional, no NULLs                                           1.01    671.5±7.74µs        ? ?/sec    1.00   666.8±16.58µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, mandatory, no NULLs                                1.02   335.6±15.45µs        ? ?/sec    1.00   330.2±20.28µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, optional, half NULLs                               1.08    417.3±3.69µs        ? ?/sec    1.00    385.8±4.08µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, optional, no NULLs                                 1.02    337.5±4.74µs        ? ?/sec    1.00    331.4±3.02µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, mandatory, no NULLs                                 1.00    140.4±4.08µs        ? ?/sec    1.08    151.7±2.37µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, optional, half NULLs                                1.11    201.5±2.21µs        ? ?/sec    1.00    182.1±4.74µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, optional, no NULLs                                  1.03    143.8±2.40µs        ? ?/sec    1.00    140.2±1.84µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, mandatory, no NULLs                                      1.03    368.3±8.24µs        ? ?/sec    1.00    357.2±4.16µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, optional, half NULLs                                     1.09    326.4±2.58µs        ? ?/sec    1.00    300.4±3.67µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, optional, no NULLs                                       1.03    376.7±4.85µs        ? ?/sec    1.00    366.5±4.60µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, mandatory, no NULLs                                     1.00     92.1±0.31µs        ? ?/sec    1.00     92.5±1.71µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, optional, half NULLs                                    1.00    111.5±1.73µs        ? ?/sec    1.08    120.4±0.94µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, optional, no NULLs                                      1.00     95.3±2.06µs        ? ?/sec    1.00     95.1±1.17µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, mandatory, no NULLs                                          1.00    126.2±1.13µs        ? ?/sec    1.00    125.7±0.98µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, optional, half NULLs                                         1.00    185.4±1.07µs        ? ?/sec    1.10    204.2±9.90µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, optional, no NULLs                                           1.00    130.7±1.62µs        ? ?/sec    1.00    130.7±1.56µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     40.9±0.22µs        ? ?/sec    1.05     42.9±0.23µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, half NULLs                             1.00    141.2±1.09µs        ? ?/sec    1.12    157.9±1.01µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, no NULLs                               1.00     45.4±0.52µs        ? ?/sec    1.03     47.0±0.58µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, mandatory, no NULLs                                     1.02    111.9±1.71µs        ? ?/sec    1.00    110.2±0.48µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, optional, half NULLs                                    1.00    180.2±3.41µs        ? ?/sec    1.09    197.1±2.97µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, optional, no NULLs                                      1.01    116.2±1.35µs        ? ?/sec    1.00    115.0±3.00µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, mandatory, no NULLs                                          1.00     36.9±0.14µs        ? ?/sec    1.00     36.8±0.22µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, optional, half NULLs                                         1.00    138.7±3.07µs        ? ?/sec    1.12    155.2±0.95µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, optional, no NULLs                                           1.02     42.2±0.55µs        ? ?/sec    1.00     41.2±1.02µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, mandatory, no NULLs                                     1.00     82.4±0.56µs        ? ?/sec    1.00     82.1±1.11µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, optional, half NULLs                                    1.00    101.5±1.71µs        ? ?/sec    1.09    110.1±2.03µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, optional, no NULLs                                      1.01     85.1±0.70µs        ? ?/sec    1.00     84.5±0.79µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, mandatory, no NULLs                                          1.01    106.9±1.40µs        ? ?/sec    1.00    105.6±0.64µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, optional, half NULLs                                         1.00    167.3±2.81µs        ? ?/sec    1.09    183.1±3.67µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, optional, no NULLs                                           1.02    111.6±3.30µs        ? ?/sec    1.00    109.9±0.67µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     22.3±0.37µs        ? ?/sec    1.00     22.4±0.41µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, half NULLs                             1.00    122.2±1.73µs        ? ?/sec    1.14    138.8±0.77µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, no NULLs                               1.00     26.8±0.48µs        ? ?/sec    1.00     26.8±0.34µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, mandatory, no NULLs                                     1.02     93.3±3.05µs        ? ?/sec    1.00     91.3±0.86µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, optional, half NULLs                                    1.00    161.2±0.93µs        ? ?/sec    1.10    177.4±1.20µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, optional, no NULLs                                      1.02     97.6±1.44µs        ? ?/sec    1.00     95.9±1.57µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, mandatory, no NULLs                                          1.00     17.9±0.37µs        ? ?/sec    1.04     18.7±0.68µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, optional, half NULLs                                         1.00    121.1±3.36µs        ? ?/sec    1.13    136.7±4.31µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, optional, no NULLs                                           1.02     23.5±0.66µs        ? ?/sec    1.00     23.1±0.76µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, mandatory, no NULLs                                     1.01     80.5±2.30µs        ? ?/sec    1.00     80.0±1.83µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, optional, half NULLs                                    1.00     90.3±0.84µs        ? ?/sec    1.00     90.3±2.40µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, optional, no NULLs                                      1.01     82.6±0.80µs        ? ?/sec    1.00     82.2±0.40µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, mandatory, no NULLs                                          1.00    107.0±2.26µs        ? ?/sec    1.00    106.6±0.68µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, optional, half NULLs                                         1.00    144.4±2.30µs        ? ?/sec    1.05    151.8±2.13µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, optional, no NULLs                                           1.00    110.3±2.58µs        ? ?/sec    1.00    110.0±0.81µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, mandatory, no NULLs                              1.01    147.1±0.62µs        ? ?/sec    1.00    146.1±0.50µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, half NULLs                             1.01    167.5±1.01µs        ? ?/sec    1.00    166.0±1.56µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, no NULLs                               1.01    151.9±0.91µs        ? ?/sec    1.00    150.8±0.73µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, mandatory, no NULLs                                     1.02     89.2±1.02µs        ? ?/sec    1.00     87.5±0.49µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, optional, half NULLs                                    1.02    137.9±3.47µs        ? ?/sec    1.00    134.7±1.71µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, optional, no NULLs                                      1.01     93.8±0.85µs        ? ?/sec    1.00     92.6±0.50µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, mandatory, no NULLs                                          1.00     39.3±0.47µs        ? ?/sec    1.09     42.8±1.48µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, optional, half NULLs                                         1.01    112.1±1.82µs        ? ?/sec    1.00    110.7±0.96µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, optional, no NULLs                                           1.00     46.6±0.61µs        ? ?/sec    1.06     49.4±3.33µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, mandatory, no NULLs                                      1.00     87.9±0.62µs        ? ?/sec    1.00     87.6±0.63µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, optional, half NULLs                                     1.00    106.9±2.79µs        ? ?/sec    1.08    115.4±1.45µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, optional, no NULLs                                       1.00     90.3±1.14µs        ? ?/sec    1.00     90.1±0.93µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, mandatory, no NULLs                                           1.00    118.1±2.63µs        ? ?/sec    1.01    118.8±3.90µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, optional, half NULLs                                          1.00    177.0±3.57µs        ? ?/sec    1.10    194.2±3.59µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, optional, no NULLs                                            1.00    121.7±0.39µs        ? ?/sec    1.01    122.8±1.82µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     34.7±0.22µs        ? ?/sec    1.00     34.6±0.18µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, half NULLs                              1.00    133.0±0.76µs        ? ?/sec    1.13    150.1±1.59µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, no NULLs                                1.01     38.9±0.33µs        ? ?/sec    1.00     38.7±0.29µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, mandatory, no NULLs                                      1.02    104.2±2.51µs        ? ?/sec    1.00    102.0±0.31µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, optional, half NULLs                                     1.00    173.2±2.97µs        ? ?/sec    1.09    188.2±0.74µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, optional, no NULLs                                       1.02    108.5±1.81µs        ? ?/sec    1.00    106.4±0.72µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, mandatory, no NULLs                                           1.00     29.0±0.17µs        ? ?/sec    1.00     28.9±0.28µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, optional, half NULLs                                          1.00    131.1±0.93µs        ? ?/sec    1.13    147.6±4.59µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, optional, no NULLs                                            1.00     33.4±0.21µs        ? ?/sec    1.00     33.4±0.18µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, mandatory struct, optional data, half NULLs            1.00    121.2±1.70µs        ? ?/sec    1.12    136.2±2.56µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, mandatory struct, optional data, no NULLs              1.01     22.8±0.70µs        ? ?/sec    1.00     22.6±0.56µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, optional struct, optional data, half NULLs             1.00    242.9±4.69µs        ? ?/sec    1.07    260.4±3.51µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, optional struct, optional data, no NULLs               1.02    120.0±2.52µs        ? ?/sec    1.00    118.1±1.65µs        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893798248

   run benchmark coalesce_kernels


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811417681

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (d8a6aacabdef17fb899c24358ff89180548c84ea) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..d8a6aacabdef17fb899c24358ff89180548c84ea)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808873718

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                         main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                         ----                                   ------------------------------------
   filter context decimal128 (kept 1/2)                                          1.11     49.4±8.65µs        ? ?/sec    1.00     44.5±4.73µs        ? ?/sec
   filter context decimal128 high selectivity (kept 1023/1024)                   1.00     50.4±1.05µs        ? ?/sec    1.00     50.5±1.09µs        ? ?/sec
   filter context decimal128 low selectivity (kept 1/1024)                       1.00    230.5±2.32ns        ? ?/sec    1.01    232.6±2.95ns        ? ?/sec
   filter context f32 (kept 1/2)                                                 1.13     87.8±1.02µs        ? ?/sec    1.00     77.9±0.45µs        ? ?/sec
   filter context f32 high selectivity (kept 1023/1024)                          1.00     10.4±0.48µs        ? ?/sec    1.04     10.8±0.58µs        ? ?/sec
   filter context f32 low selectivity (kept 1/1024)                              1.01    441.6±6.87ns        ? ?/sec    1.00    437.0±2.24ns        ? ?/sec
   filter context fsb with value length 20 (kept 1/2)                            1.17     70.7±0.70µs        ? ?/sec    1.00     60.6±0.49µs        ? ?/sec
   filter context fsb with value length 20 high selectivity (kept 1023/1024)     1.17     70.8±0.46µs        ? ?/sec    1.00     60.7±0.46µs        ? ?/sec
   filter context fsb with value length 20 low selectivity (kept 1/1024)         1.17     70.8±1.36µs        ? ?/sec    1.00     60.7±0.60µs        ? ?/sec
   filter context fsb with value length 5 (kept 1/2)                             1.16     70.7±0.42µs        ? ?/sec    1.00     60.7±0.26µs        ? ?/sec
   filter context fsb with value length 5 high selectivity (kept 1023/1024)      1.17     70.8±1.24µs        ? ?/sec    1.00     60.6±0.26µs        ? ?/sec
   filter context fsb with value length 5 low selectivity (kept 1/1024)          1.17     70.6±0.23µs        ? ?/sec    1.00     60.6±0.30µs        ? ?/sec
   filter context fsb with value length 50 (kept 1/2)                            1.16     70.7±0.80µs        ? ?/sec    1.00     60.8±0.51µs        ? ?/sec
   filter context fsb with value length 50 high selectivity (kept 1023/1024)     1.16     70.7±0.63µs        ? ?/sec    1.00     60.7±1.05µs        ? ?/sec
   filter context fsb with value length 50 low selectivity (kept 1/1024)         1.16     70.6±0.47µs        ? ?/sec    1.00     60.6±0.35µs        ? ?/sec
   filter context i32 (kept 1/2)                                                 1.00     16.4±0.10µs        ? ?/sec    1.00     16.4±0.13µs        ? ?/sec
   filter context i32 high selectivity (kept 1023/1024)                          1.01      6.8±0.42µs        ? ?/sec    1.00      6.7±0.53µs        ? ?/sec
   filter context i32 low selectivity (kept 1/1024)                              1.00    221.7±3.27ns        ? ?/sec    1.00    221.6±2.90ns        ? ?/sec
   filter context i32 w NULLs (kept 1/2)                                         1.13     87.7±0.48µs        ? ?/sec    1.00     77.4±0.26µs        ? ?/sec
   filter context i32 w NULLs high selectivity (kept 1023/1024)                  1.04     10.9±0.43µs        ? ?/sec    1.00     10.4±0.56µs        ? ?/sec
   filter context i32 w NULLs low selectivity (kept 1/1024)                      1.00    439.1±4.38ns        ? ?/sec    1.00    437.1±3.30ns        ? ?/sec
   filter context mixed string view (kept 1/2)                                   1.05    112.6±2.79µs        ? ?/sec    1.00    107.0±5.97µs        ? ?/sec
   filter context mixed string view high selectivity (kept 1023/1024)            1.01     54.9±1.44µs        ? ?/sec    1.00     54.5±0.95µs        ? ?/sec
   filter context mixed string view low selectivity (kept 1/1024)                1.04   650.8±23.08ns        ? ?/sec    1.00   626.6±27.40ns        ? ?/sec
   filter context short string view (kept 1/2)                                   1.06    113.4±2.71µs        ? ?/sec    1.00    107.3±6.52µs        ? ?/sec
   filter context short string view high selectivity (kept 1023/1024)            1.05     56.4±1.58µs        ? ?/sec    1.00     53.6±1.10µs        ? ?/sec
   filter context short string view low selectivity (kept 1/1024)                1.03    503.2±7.50ns        ? ?/sec    1.00    487.5±7.58ns        ? ?/sec
   filter context string (kept 1/2)                                              1.02   583.6±18.28µs        ? ?/sec    1.00   574.7±12.77µs        ? ?/sec
   filter context string dictionary (kept 1/2)                                   1.00     17.1±0.07µs        ? ?/sec    1.01     17.3±0.06µs        ? ?/sec
   filter context string dictionary high selectivity (kept 1023/1024)            1.00      7.1±0.59µs        ? ?/sec    1.02      7.2±0.37µs        ? ?/sec
   filter context string dictionary low selectivity (kept 1/1024)                1.00   641.0±14.66ns        ? ?/sec    1.02   652.6±20.05ns        ? ?/sec
   filter context string dictionary w NULLs (kept 1/2)                           1.12     88.4±0.67µs        ? ?/sec    1.00     78.6±1.20µs        ? ?/sec
   filter context string dictionary w NULLs high selectivity (kept 1023/1024)    1.03     11.0±0.61µs        ? ?/sec    1.00     10.8±0.46µs        ? ?/sec
   filter context string dictionary w NULLs low selectivity (kept 1/1024)        1.00   868.4±11.96ns        ? ?/sec    1.01   876.3±11.34ns        ? ?/sec
   filter context string high selectivity (kept 1023/1024)                       1.01   639.8±14.48µs        ? ?/sec    1.00   631.4±21.80µs        ? ?/sec
   filter context string low selectivity (kept 1/1024)                           1.00   879.1±14.34ns        ? ?/sec    1.09    957.8±9.40ns        ? ?/sec
   filter context u8 (kept 1/2)                                                  1.00     15.0±0.28µs        ? ?/sec    1.01     15.1±0.81µs        ? ?/sec
   filter context u8 high selectivity (kept 1023/1024)                           1.09      2.0±0.01µs        ? ?/sec    1.00  1830.5±20.10ns        ? ?/sec
   filter context u8 low selectivity (kept 1/1024)                               1.00    214.9±9.12ns        ? ?/sec    1.00    214.6±2.01ns        ? ?/sec
   filter context u8 w NULLs (kept 1/2)                                          1.15     87.2±5.56µs        ? ?/sec    1.00     75.9±0.37µs        ? ?/sec
   filter context u8 w NULLs high selectivity (kept 1023/1024)                   1.01      5.4±0.03µs        ? ?/sec    1.00      5.3±0.04µs        ? ?/sec
   filter context u8 w NULLs low selectivity (kept 1/1024)                       1.00    433.9±2.96ns        ? ?/sec    1.01   436.8±16.96ns        ? ?/sec
   filter decimal128 (kept 1/2)                                                  1.00     49.4±4.87µs        ? ?/sec    1.15     56.9±5.85µs        ? ?/sec
   filter decimal128 high selectivity (kept 1023/1024)                           1.02     54.8±1.06µs        ? ?/sec    1.00     53.8±1.22µs        ? ?/sec
   filter decimal128 low selectivity (kept 1/1024)                               1.87      3.2±0.03µs        ? ?/sec    1.00  1708.1±16.85ns        ? ?/sec
   filter f32 (kept 1/2)                                                         1.02    157.3±0.53µs        ? ?/sec    1.00    154.2±4.84µs        ? ?/sec
   filter fsb with value length 20 (kept 1/2)                                    1.08    136.4±1.69µs        ? ?/sec    1.00    126.5±1.50µs        ? ?/sec
   filter fsb with value length 20 high selectivity (kept 1023/1024)             1.01     73.0±2.12µs        ? ?/sec    1.00     72.0±2.15µs        ? ?/sec
   filter fsb with value length 20 low selectivity (kept 1/1024)                 1.55      2.6±0.02µs        ? ?/sec    1.00  1713.3±36.83ns        ? ?/sec
   filter fsb with value length 5 (kept 1/2)                                     1.16    141.4±1.73µs        ? ?/sec    1.00    121.5±2.48µs        ? ?/sec
   filter fsb with value length 5 high selectivity (kept 1023/1024)              1.08     11.4±0.68µs        ? ?/sec    1.00     10.5±0.48µs        ? ?/sec
   filter fsb with value length 5 low selectivity (kept 1/1024)                  1.53      2.6±0.03µs        ? ?/sec    1.00  1679.0±12.86ns        ? ?/sec
   filter fsb with value length 50 (kept 1/2)                                    1.11   167.6±12.64µs        ? ?/sec    1.00   150.7±14.26µs        ? ?/sec
   filter fsb with value length 50 high selectivity (kept 1023/1024)             1.00    210.0±6.22µs        ? ?/sec    1.03    215.4±8.76µs        ? ?/sec
   filter fsb with value length 50 low selectivity (kept 1/1024)                 1.51      2.7±0.08µs        ? ?/sec    1.00  1785.0±57.36ns        ? ?/sec
   filter i32 (kept 1/2)                                                         1.14     36.5±0.29µs        ? ?/sec    1.00     32.0±1.25µs        ? ?/sec
   filter i32 high selectivity (kept 1023/1024)                                  1.11      9.5±0.51µs        ? ?/sec    1.00      8.5±0.51µs        ? ?/sec
   filter i32 low selectivity (kept 1/1024)                                      1.37      2.4±0.01µs        ? ?/sec    1.00  1742.3±17.01ns        ? ?/sec
   filter optimize (kept 1/2)                                                    1.02     35.8±0.75µs        ? ?/sec    1.00     35.2±0.23µs        ? ?/sec
   filter optimize high selectivity (kept 1023/1024)                             1.32      3.0±0.04µs        ? ?/sec    1.00      2.3±0.03µs        ? ?/sec
   filter optimize low selectivity (kept 1/1024)                                 1.51      2.5±0.01µs        ? ?/sec    1.00  1667.8±10.36ns        ? ?/sec
   filter run array (kept 1/2)                                                   1.01    464.2±1.82µs        ? ?/sec    1.00    459.8±3.98µs        ? ?/sec
   filter run array high selectivity (kept 1023/1024)                            1.00    497.1±6.75µs        ? ?/sec    1.00    496.4±7.66µs        ? ?/sec
   filter run array low selectivity (kept 1/1024)                                1.00    382.6±4.88µs        ? ?/sec    1.00    381.9±3.74µs        ? ?/sec
   filter single record batch                                                    1.00     38.5±1.11µs        ? ?/sec    1.12     43.3±0.24µs        ? ?/sec
   filter u8 (kept 1/2)                                                          1.11     36.1±0.32µs        ? ?/sec    1.00     32.5±0.45µs        ? ?/sec
   filter u8 high selectivity (kept 1023/1024)                                   1.14      4.0±0.07µs        ? ?/sec    1.00      3.5±0.09µs        ? ?/sec
   filter u8 low selectivity (kept 1/1024)                                       1.98      3.0±0.01µs        ? ?/sec    1.00   1505.6±5.97ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812832145

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                         main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                         ----                                   ------------------------------------
   filter context decimal128 (kept 1/2)                                          1.00     42.9±1.20µs        ? ?/sec    1.04     44.6±3.83µs        ? ?/sec
   filter context decimal128 high selectivity (kept 1023/1024)                   1.00     49.5±1.01µs        ? ?/sec    1.05     51.9±1.60µs        ? ?/sec
   filter context decimal128 low selectivity (kept 1/1024)                       1.01    239.9±5.20ns        ? ?/sec    1.00    237.5±6.21ns        ? ?/sec
   filter context f32 (kept 1/2)                                                 1.00     87.5±0.52µs        ? ?/sec    1.00     87.8±1.36µs        ? ?/sec
   filter context f32 high selectivity (kept 1023/1024)                          1.02     10.5±0.52µs        ? ?/sec    1.00     10.3±0.48µs        ? ?/sec
   filter context f32 low selectivity (kept 1/1024)                              1.00    432.8±7.96ns        ? ?/sec    1.03    447.7±3.75ns        ? ?/sec
   filter context fsb with value length 20 (kept 1/2)                            1.00     70.7±1.06µs        ? ?/sec    1.00     71.0±1.66µs        ? ?/sec
   filter context fsb with value length 20 high selectivity (kept 1023/1024)     1.00     70.8±0.82µs        ? ?/sec    1.00     70.8±0.91µs        ? ?/sec
   filter context fsb with value length 20 low selectivity (kept 1/1024)         1.00     70.7±0.44µs        ? ?/sec    1.00     70.7±0.35µs        ? ?/sec
   filter context fsb with value length 5 (kept 1/2)                             1.00     70.8±1.27µs        ? ?/sec    1.00     71.1±1.10µs        ? ?/sec
   filter context fsb with value length 5 high selectivity (kept 1023/1024)      1.00     70.7±0.32µs        ? ?/sec    1.00     70.9±0.65µs        ? ?/sec
   filter context fsb with value length 5 low selectivity (kept 1/1024)          1.00     70.7±0.51µs        ? ?/sec    1.01     71.3±3.79µs        ? ?/sec
   filter context fsb with value length 50 (kept 1/2)                            1.00     70.6±0.30µs        ? ?/sec    1.01     71.0±1.45µs        ? ?/sec
   filter context fsb with value length 50 high selectivity (kept 1023/1024)     1.00     70.7±0.32µs        ? ?/sec    1.01     71.1±2.48µs        ? ?/sec
   filter context fsb with value length 50 low selectivity (kept 1/1024)         1.00     70.7±0.79µs        ? ?/sec    1.00     70.7±1.18µs        ? ?/sec
   filter context i32 (kept 1/2)                                                 1.00     16.5±0.15µs        ? ?/sec    1.00     16.5±0.66µs        ? ?/sec
   filter context i32 high selectivity (kept 1023/1024)                          1.00      6.7±0.37µs        ? ?/sec    1.00      6.7±0.35µs        ? ?/sec
   filter context i32 low selectivity (kept 1/1024)                              1.00    228.7±4.14ns        ? ?/sec    1.00    229.1±2.95ns        ? ?/sec
   filter context i32 w NULLs (kept 1/2)                                         1.00     88.5±3.49µs        ? ?/sec    1.00     88.6±4.38µs        ? ?/sec
   filter context i32 w NULLs high selectivity (kept 1023/1024)                  1.00     10.3±0.39µs        ? ?/sec    1.00     10.4±0.51µs        ? ?/sec
   filter context i32 w NULLs low selectivity (kept 1/1024)                      1.00    431.2±9.95ns        ? ?/sec    1.04    449.1±5.12ns        ? ?/sec
   filter context mixed string view (kept 1/2)                                   1.00    116.8±5.98µs        ? ?/sec    1.07    125.0±5.35µs        ? ?/sec
   filter context mixed string view high selectivity (kept 1023/1024)            1.00     55.1±1.34µs        ? ?/sec    1.03     56.5±2.33µs        ? ?/sec
   filter context mixed string view low selectivity (kept 1/1024)                1.00   625.0±10.74ns        ? ?/sec    1.02    640.1±7.62ns        ? ?/sec
   filter context short string view (kept 1/2)                                   1.00    113.5±4.30µs        ? ?/sec    1.08    122.5±6.16µs        ? ?/sec
   filter context short string view high selectivity (kept 1023/1024)            1.00     53.8±1.02µs        ? ?/sec    1.02     55.0±1.02µs        ? ?/sec
   filter context short string view low selectivity (kept 1/1024)                1.00    476.8±8.22ns        ? ?/sec    1.04    498.2±4.77ns        ? ?/sec
   filter context string (kept 1/2)                                              1.00   613.7±17.44µs        ? ?/sec    1.04   636.9±18.63µs        ? ?/sec
   filter context string dictionary (kept 1/2)                                   1.01     17.2±0.38µs        ? ?/sec    1.00     17.0±0.12µs        ? ?/sec
   filter context string dictionary high selectivity (kept 1023/1024)            1.09      7.3±0.42µs        ? ?/sec    1.00      6.7±0.24µs        ? ?/sec
   filter context string dictionary low selectivity (kept 1/1024)                1.00    641.4±8.49ns        ? ?/sec    1.03   660.4±10.10ns        ? ?/sec
   filter context string dictionary w NULLs (kept 1/2)                           1.01     88.9±2.42µs        ? ?/sec    1.00     88.1±0.39µs        ? ?/sec
   filter context string dictionary w NULLs high selectivity (kept 1023/1024)    1.00     10.4±0.38µs        ? ?/sec    1.01     10.5±0.27µs        ? ?/sec
   filter context string dictionary w NULLs low selectivity (kept 1/1024)        1.00   865.4±26.97ns        ? ?/sec    1.03   889.5±11.77ns        ? ?/sec
   filter context string high selectivity (kept 1023/1024)                       1.00   764.8±22.09µs        ? ?/sec    1.25  955.4±100.71µs        ? ?/sec
   filter context string low selectivity (kept 1/1024)                           1.00   933.1±10.93ns        ? ?/sec    1.07   998.5±28.23ns        ? ?/sec
   filter context u8 (kept 1/2)                                                  1.00     15.0±0.12µs        ? ?/sec    1.00     15.0±0.07µs        ? ?/sec
   filter context u8 high selectivity (kept 1023/1024)                           1.09      2.0±0.02µs        ? ?/sec    1.00   1846.3±9.41ns        ? ?/sec
   filter context u8 low selectivity (kept 1/1024)                               1.00    219.9±4.38ns        ? ?/sec    1.01    222.7±2.77ns        ? ?/sec
   filter context u8 w NULLs (kept 1/2)                                          1.00     86.0±0.62µs        ? ?/sec    1.01     86.4±2.53µs        ? ?/sec
   filter context u8 w NULLs high selectivity (kept 1023/1024)                   1.00      5.1±0.07µs        ? ?/sec    1.01      5.1±0.05µs        ? ?/sec
   filter context u8 w NULLs low selectivity (kept 1/1024)                       1.00    427.1±9.17ns        ? ?/sec    1.04    442.7±4.46ns        ? ?/sec
   filter decimal128 (kept 1/2)                                                  1.05     47.2±1.90µs        ? ?/sec    1.00     45.1±3.55µs        ? ?/sec
   filter decimal128 high selectivity (kept 1023/1024)                           1.00     52.7±1.18µs        ? ?/sec    1.03     54.1±1.46µs        ? ?/sec
   filter decimal128 low selectivity (kept 1/1024)                               1.62      3.2±0.01µs        ? ?/sec    1.00  1965.9±36.41ns        ? ?/sec
   filter f32 (kept 1/2)                                                         1.17    155.0±0.86µs        ? ?/sec    1.00    132.6±1.53µs        ? ?/sec
   filter fsb with value length 20 (kept 1/2)                                    1.06    137.7±3.45µs        ? ?/sec    1.00    129.6±0.87µs        ? ?/sec
   filter fsb with value length 20 high selectivity (kept 1023/1024)             1.00     70.7±2.49µs        ? ?/sec    1.00     70.8±2.13µs        ? ?/sec
   filter fsb with value length 20 low selectivity (kept 1/1024)                 1.78      3.4±0.03µs        ? ?/sec    1.00  1935.6±21.66ns        ? ?/sec
   filter fsb with value length 5 (kept 1/2)                                     1.04    142.5±1.45µs        ? ?/sec    1.00    136.4±1.61µs        ? ?/sec
   filter fsb with value length 5 high selectivity (kept 1023/1024)              1.00     11.3±0.60µs        ? ?/sec    1.04     11.8±0.54µs        ? ?/sec
   filter fsb with value length 5 low selectivity (kept 1/1024)                  1.90      3.5±0.38µs        ? ?/sec    1.00  1832.9±14.44ns        ? ?/sec
   filter fsb with value length 50 (kept 1/2)                                    1.11   171.4±15.65µs        ? ?/sec    1.00   154.5±13.21µs        ? ?/sec
   filter fsb with value length 50 high selectivity (kept 1023/1024)             1.03    218.6±8.51µs        ? ?/sec    1.00    211.7±9.23µs        ? ?/sec
   filter fsb with value length 50 low selectivity (kept 1/1024)                 1.80      3.4±0.12µs        ? ?/sec    1.00  1913.1±10.36ns        ? ?/sec
   filter i32 (kept 1/2)                                                         1.67     54.2±1.58µs        ? ?/sec    1.00     32.5±0.40µs        ? ?/sec
   filter i32 high selectivity (kept 1023/1024)                                  1.00      8.9±0.44µs        ? ?/sec    1.02      9.1±0.44µs        ? ?/sec
   filter i32 low selectivity (kept 1/1024)                                      1.69      3.0±0.01µs        ? ?/sec    1.00  1753.7±10.40ns        ? ?/sec
   filter optimize (kept 1/2)                                                    1.00     36.3±1.38µs        ? ?/sec    1.01     36.6±0.38µs        ? ?/sec
   filter optimize high selectivity (kept 1023/1024)                             1.08      2.8±0.02µs        ? ?/sec    1.00      2.6±0.03µs        ? ?/sec
   filter optimize low selectivity (kept 1/1024)                                 1.22  1797.4±17.72ns        ? ?/sec    1.00  1474.2±113.98ns        ? ?/sec
   filter run array (kept 1/2)                                                   1.03    380.7±3.79µs        ? ?/sec    1.00    370.9±4.62µs        ? ?/sec
   filter run array high selectivity (kept 1023/1024)                            1.00    401.3±7.90µs        ? ?/sec    1.02    408.6±4.60µs        ? ?/sec
   filter run array low selectivity (kept 1/1024)                                1.00    285.6±2.25µs        ? ?/sec    1.03    294.3±6.44µs        ? ?/sec
   filter single record batch                                                    1.22     52.7±0.40µs        ? ?/sec    1.00     43.2±0.16µs        ? ?/sec
   filter u8 (kept 1/2)                                                          1.23     53.5±0.18µs        ? ?/sec    1.00     43.4±0.32µs        ? ?/sec
   filter u8 high selectivity (kept 1023/1024)                                   1.00      3.8±0.02µs        ? ?/sec    1.00      3.8±0.02µs        ? ?/sec
   filter u8 low selectivity (kept 1/1024)                                       1.68      3.3±0.07µs        ? ?/sec    1.00  1957.9±10.67ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812832339

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (060afb8ccada7f5fa888e3b8da110bd7c803839d) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..060afb8ccada7f5fa888e3b8da110bd7c803839d)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812601658

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                             main                                   optimize_unaligned_bitchunk_iterator
   -----                                             ----                                   ------------------------------------
   arrow_reader_clickbench/async/Q1                  1.01      2.3±0.01ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
   arrow_reader_clickbench/async/Q10                 1.02     12.6±0.31ms        ? ?/sec    1.00     12.3±0.31ms        ? ?/sec
   arrow_reader_clickbench/async/Q11                 1.02     14.5±0.26ms        ? ?/sec    1.00     14.2±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q12                 1.03     23.8±0.32ms        ? ?/sec    1.00     23.2±0.24ms        ? ?/sec
   arrow_reader_clickbench/async/Q13                 1.01     29.2±0.46ms        ? ?/sec    1.00     28.9±0.53ms        ? ?/sec
   arrow_reader_clickbench/async/Q14                 1.03     26.5±0.82ms        ? ?/sec    1.00     25.8±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q19                 1.01      6.0±0.13ms        ? ?/sec    1.00      5.9±0.13ms        ? ?/sec
   arrow_reader_clickbench/async/Q20                 1.08    132.2±1.07ms        ? ?/sec    1.00    122.2±0.97ms        ? ?/sec
   arrow_reader_clickbench/async/Q21                 1.07    166.5±1.33ms        ? ?/sec    1.00    155.2±1.92ms        ? ?/sec
   arrow_reader_clickbench/async/Q22                 1.00   248.2±25.40ms        ? ?/sec    1.13   281.0±33.44ms        ? ?/sec
   arrow_reader_clickbench/async/Q23                 1.00    409.0±3.34ms        ? ?/sec    1.00    409.0±5.62ms        ? ?/sec
   arrow_reader_clickbench/async/Q24                 1.01     32.2±0.31ms        ? ?/sec    1.00     31.9±0.32ms        ? ?/sec
   arrow_reader_clickbench/async/Q27                 1.01     99.9±0.84ms        ? ?/sec    1.00     98.8±0.60ms        ? ?/sec
   arrow_reader_clickbench/async/Q28                 1.01     97.6±1.38ms        ? ?/sec    1.00     96.8±1.12ms        ? ?/sec
   arrow_reader_clickbench/async/Q30                 1.02     28.9±0.34ms        ? ?/sec    1.00     28.4±0.34ms        ? ?/sec
   arrow_reader_clickbench/async/Q36                 1.01    108.5±1.11ms        ? ?/sec    1.00    107.7±0.95ms        ? ?/sec
   arrow_reader_clickbench/async/Q37                 1.01     84.6±0.67ms        ? ?/sec    1.00     83.6±0.49ms        ? ?/sec
   arrow_reader_clickbench/async/Q38                 1.01     33.9±0.29ms        ? ?/sec    1.00     33.7±0.51ms        ? ?/sec
   arrow_reader_clickbench/async/Q39                 1.01     46.8±0.56ms        ? ?/sec    1.00     46.5±0.55ms        ? ?/sec
   arrow_reader_clickbench/async/Q40                 1.00     29.3±0.83ms        ? ?/sec    1.01     29.5±0.39ms        ? ?/sec
   arrow_reader_clickbench/async/Q41                 1.00     23.8±0.36ms        ? ?/sec    1.00     23.8±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q42                 1.00     11.2±0.17ms        ? ?/sec    1.00     11.2±0.25ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q1     1.00      2.3±0.05ms        ? ?/sec    1.00      2.3±0.06ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q10    1.01     11.8±0.25ms        ? ?/sec    1.00     11.7±0.43ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q11    1.00     13.3±0.34ms        ? ?/sec    1.01     13.5±0.30ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q12    1.02     22.7±0.20ms        ? ?/sec    1.00     22.2±0.27ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q13    1.00     27.6±0.40ms        ? ?/sec    1.00     27.5±0.26ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q14    1.02     25.2±0.28ms        ? ?/sec    1.00     24.8±0.21ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q19    1.01      5.4±0.14ms        ? ?/sec    1.00      5.4±0.09ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q20    1.01    110.3±1.21ms        ? ?/sec    1.00    109.4±1.27ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q21    1.01    125.8±1.87ms        ? ?/sec    1.00    124.6±0.93ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q22    1.01    231.8±1.69ms        ? ?/sec    1.00    229.4±1.91ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q23    1.07    375.5±8.91ms        ? ?/sec    1.00    352.2±1.52ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q24    1.00     30.5±0.45ms        ? ?/sec    1.00     30.6±0.31ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q27    1.01     95.4±0.49ms        ? ?/sec    1.00     94.1±0.58ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q28    1.01     93.0±0.74ms        ? ?/sec    1.00     92.1±0.81ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q30    1.01     27.2±0.33ms        ? ?/sec    1.00     27.0±0.24ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q36    1.01    104.0±1.20ms        ? ?/sec    1.00    102.8±1.20ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q37    1.01     81.4±0.60ms        ? ?/sec    1.00     80.4±0.90ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q38    1.01     30.7±0.42ms        ? ?/sec    1.00     30.4±0.39ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q39    1.01     41.9±0.38ms        ? ?/sec    1.00     41.5±0.42ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q40    1.00     27.1±0.42ms        ? ?/sec    1.01     27.4±0.43ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q41    1.00     21.6±0.30ms        ? ?/sec    1.01     21.9±0.28ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q42    1.01     10.6±0.27ms        ? ?/sec    1.00     10.5±0.12ms        ? ?/sec
   arrow_reader_clickbench/sync/Q1                   1.01      2.1±0.04ms        ? ?/sec    1.00      2.0±0.01ms        ? ?/sec
   arrow_reader_clickbench/sync/Q10                  1.00      8.0±0.09ms        ? ?/sec    1.00      8.0±0.12ms        ? ?/sec
   arrow_reader_clickbench/sync/Q11                  1.01      9.7±0.29ms        ? ?/sec    1.00      9.6±0.16ms        ? ?/sec
   arrow_reader_clickbench/sync/Q12                  1.00     29.7±0.51ms        ? ?/sec    1.21     35.8±0.58ms        ? ?/sec
   arrow_reader_clickbench/sync/Q13                  1.01     44.9±1.27ms        ? ?/sec    1.00     44.4±0.62ms        ? ?/sec
   arrow_reader_clickbench/sync/Q14                  1.01     31.8±0.27ms        ? ?/sec    1.00     31.5±0.66ms        ? ?/sec
   arrow_reader_clickbench/sync/Q19                  1.00      4.3±0.04ms        ? ?/sec    1.03      4.4±0.09ms        ? ?/sec
   arrow_reader_clickbench/sync/Q20                  1.01    177.9±1.47ms        ? ?/sec    1.00    175.7±1.08ms        ? ?/sec
   arrow_reader_clickbench/sync/Q21                  1.00    236.1±2.33ms        ? ?/sec    1.00    234.9±2.08ms        ? ?/sec
   arrow_reader_clickbench/sync/Q22                  1.02    486.5±3.97ms        ? ?/sec    1.00    474.7±2.88ms        ? ?/sec
   arrow_reader_clickbench/sync/Q23                  1.00   442.5±20.96ms        ? ?/sec    1.01   445.0±15.54ms        ? ?/sec
   arrow_reader_clickbench/sync/Q24                  1.00     40.6±0.53ms        ? ?/sec    1.03     41.9±0.38ms        ? ?/sec
   arrow_reader_clickbench/sync/Q27                  1.03    155.9±1.36ms        ? ?/sec    1.00    152.0±0.95ms        ? ?/sec
   arrow_reader_clickbench/sync/Q28                  1.02    150.3±1.24ms        ? ?/sec    1.00    146.9±1.40ms        ? ?/sec
   arrow_reader_clickbench/sync/Q30                  1.00     29.3±0.46ms        ? ?/sec    1.01     29.5±0.43ms        ? ?/sec
   arrow_reader_clickbench/sync/Q36                  1.01    156.1±1.01ms        ? ?/sec    1.00    155.1±1.36ms        ? ?/sec
   arrow_reader_clickbench/sync/Q37                  1.01     88.3±0.89ms        ? ?/sec    1.00     87.3±1.11ms        ? ?/sec
   arrow_reader_clickbench/sync/Q38                  1.01     30.0±0.29ms        ? ?/sec    1.00     29.7±0.21ms        ? ?/sec
   arrow_reader_clickbench/sync/Q39                  1.03     35.5±0.59ms        ? ?/sec    1.00     34.6±0.46ms        ? ?/sec
   arrow_reader_clickbench/sync/Q40                  1.04     28.3±0.68ms        ? ?/sec    1.00     27.2±0.43ms        ? ?/sec
   arrow_reader_clickbench/sync/Q41                  1.05     31.0±0.54ms        ? ?/sec    1.00     29.6±0.70ms        ? ?/sec
   arrow_reader_clickbench/sync/Q42                  1.03     12.8±0.11ms        ? ?/sec    1.00     12.5±0.10ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-4785348485

   Thank you for your contribution. Unfortunately, this pull request is stale because it has been open 60 days with no activity. Please remove the stale label or comment or this will be closed in 7 days.


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3807622376

   run benchmarks filter_kernels boolean_kernels arrow_reader arrow_reader_clickbench


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810416757

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (72a963254dd1c8583fc0f3604c15fa1404a8e823) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..72a963254dd1c8583fc0f3604c15fa1404a8e823)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811416956

   
   run benchmark boolean_kernels
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811836381

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (0d425e4f9ea4bcf43f1efc3298a9359d977b5208) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..0d425e4f9ea4bcf43f1efc3298a9359d977b5208)
   BENCH_NAME=arrow_reader
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812775615

   FYI @alamb this is starting to look good perf wise


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3809468501

   run benchmark boolean_kernels


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3819523846

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (1d307cb7351b3843d854a747316a69b40235c01e) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..1d307cb7351b3843d854a747316a69b40235c01e)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808807803

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (af1cdf235bbf4e94e4b8eae21d18bd9fab1c21ae) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..af1cdf235bbf4e94e4b8eae21d18bd9fab1c21ae)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812695961

   run benchmark filter_kernels boolean_kernels arrow_reader_clickbench


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on code in PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#discussion_r2737758375


##########
arrow-buffer/src/buffer/boolean.rs:
##########
@@ -191,67 +192,48 @@ impl BooleanBuffer {
     where
         F: FnMut(u64) -> u64,
     {
-        // try fast path for aligned input
         if offset_in_bits & 0x7 == 0 {
             // align to byte boundary
             let aligned = &src.as_ref()[offset_in_bits / 8..];
-            if let Some(result) =
-                Self::try_from_aligned_bitwise_unary_op(aligned, len_in_bits, &mut op)
-            {
-                return result;
-            }
+            return Self::from_aligned_bitwise_unary_op(aligned, len_in_bits, &mut op);
         }
 
-        let chunks = BitChunks::new(src.as_ref(), offset_in_bits, len_in_bits);
-        let mut result = MutableBuffer::with_capacity(chunks.num_u64s() * 8);
-        for chunk in chunks.iter() {
-            // SAFETY: reserved enough capacity above, (exactly num_u64s()
-            // items) and we assume `BitChunks` correctly reports upper bound
-            unsafe {
-                result.push_unchecked(op(chunk));
-            }
-        }
-        if chunks.remainder_len() > 0 {
-            debug_assert!(result.capacity() >= result.len() + 8); // should not reallocate
-            // SAFETY: reserved enough capacity above, (exactly num_u64s()
-            // items) and we assume `BitChunks` correctly reports upper bound
-            unsafe {
-                result.push_unchecked(op(chunks.remainder_bits()));
-            }
-            // Just pushed one u64, which may have trailing zeros
-            result.truncate(chunks.num_bytes());
-        }
+        let src = src.as_ref();
+        let chunks = UnalignedBitChunk::new(src, offset_in_bits, len_in_bits);

Review Comment:
   Probably not needed now that we have a fast byte aligned version.



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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3813058694

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (060afb8ccada7f5fa888e3b8da110bd7c803839d) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..060afb8ccada7f5fa888e3b8da110bd7c803839d)
   BENCH_NAME=coalesce_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench coalesce_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3809500598

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.02    209.4±6.44ns        ? ?/sec    1.00    206.0±1.39ns        ? ?/sec
   and_sliced_1     1.00   1098.9±6.72ns        ? ?/sec    1.24   1366.2±7.13ns        ? ?/sec
   and_sliced_24    1.00    247.3±1.06ns        ? ?/sec    1.28    316.9±3.89ns        ? ?/sec
   not              1.00    146.4±2.53ns        ? ?/sec    1.29    189.5±4.04ns        ? ?/sec
   not_slice_24     1.00    193.5±1.46ns        ? ?/sec    1.27    246.6±1.92ns        ? ?/sec
   not_sliced_1     2.49    621.2±6.22ns        ? ?/sec    1.00   249.2±32.36ns        ? ?/sec
   or               1.00    197.2±1.36ns        ? ?/sec    1.00    196.8±1.72ns        ? ?/sec
   or_sliced_1      1.00  1102.3±30.29ns        ? ?/sec    1.18  1304.2±13.07ns        ? ?/sec
   or_sliced_24     1.00    248.8±3.12ns        ? ?/sec    1.54    383.0±3.72ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811687567

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (00d36c063e75415d73dd0c46a6ec260fc9816747) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..00d36c063e75415d73dd0c46a6ec260fc9816747)
   BENCH_NAME=filter_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench filter_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812316650

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (060afb8ccada7f5fa888e3b8da110bd7c803839d) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..060afb8ccada7f5fa888e3b8da110bd7c803839d)
   BENCH_NAME=arrow_reader_clickbench
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader_clickbench 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808136408

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    208.4±2.17ns        ? ?/sec    1.00    208.1±3.03ns        ? ?/sec
   and_sliced_1     1.00   1097.7±9.34ns        ? ?/sec    1.19  1305.8±16.47ns        ? ?/sec
   and_sliced_24    1.00    246.5±0.46ns        ? ?/sec    1.30    319.7±1.06ns        ? ?/sec
   not              1.00    145.9±2.30ns        ? ?/sec    1.34    195.2±1.31ns        ? ?/sec
   not_slice_24     1.00    194.5±1.26ns        ? ?/sec    1.28    249.8±1.61ns        ? ?/sec
   not_sliced_1     2.48   620.6±10.46ns        ? ?/sec    1.00    250.1±4.67ns        ? ?/sec
   or               1.00    197.4±1.76ns        ? ?/sec    1.18    232.5±2.72ns        ? ?/sec
   or_sliced_1      1.00  1099.7±10.23ns        ? ?/sec    1.25  1377.8±28.46ns        ? ?/sec
   or_sliced_24     1.00    248.3±1.25ns        ? ?/sec    1.30    321.8±2.49ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808469507

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                             main                                   optimize_unaligned_bitchunk_iterator
   -----                                             ----                                   ------------------------------------
   arrow_reader_clickbench/async/Q1                  1.02      2.4±0.05ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
   arrow_reader_clickbench/async/Q10                 1.14     12.4±0.16ms        ? ?/sec    1.00     10.9±0.22ms        ? ?/sec
   arrow_reader_clickbench/async/Q11                 1.15     14.5±0.40ms        ? ?/sec    1.00     12.6±0.32ms        ? ?/sec
   arrow_reader_clickbench/async/Q12                 1.06     23.6±0.50ms        ? ?/sec    1.00     22.3±0.25ms        ? ?/sec
   arrow_reader_clickbench/async/Q13                 1.07     29.6±0.30ms        ? ?/sec    1.00     27.7±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q14                 1.04     26.1±0.16ms        ? ?/sec    1.00     25.0±0.35ms        ? ?/sec
   arrow_reader_clickbench/async/Q19                 1.10      6.0±0.09ms        ? ?/sec    1.00      5.4±0.25ms        ? ?/sec
   arrow_reader_clickbench/async/Q20                 1.02    125.4±1.81ms        ? ?/sec    1.00    122.8±1.31ms        ? ?/sec
   arrow_reader_clickbench/async/Q21                 1.03    159.3±2.26ms        ? ?/sec    1.00    155.1±2.41ms        ? ?/sec
   arrow_reader_clickbench/async/Q22                 1.00    257.9±5.39ms        ? ?/sec    1.13   291.0±28.48ms        ? ?/sec
   arrow_reader_clickbench/async/Q23                 1.03    426.9±5.97ms        ? ?/sec    1.00    414.1±5.11ms        ? ?/sec
   arrow_reader_clickbench/async/Q24                 1.03     33.0±0.65ms        ? ?/sec    1.00     32.0±0.48ms        ? ?/sec
   arrow_reader_clickbench/async/Q27                 1.01    101.6±0.57ms        ? ?/sec    1.00    100.8±0.78ms        ? ?/sec
   arrow_reader_clickbench/async/Q28                 1.01     99.3±0.46ms        ? ?/sec    1.00     98.4±0.55ms        ? ?/sec
   arrow_reader_clickbench/async/Q30                 1.01     29.2±0.21ms        ? ?/sec    1.00     29.0±0.27ms        ? ?/sec
   arrow_reader_clickbench/async/Q36                 1.01    110.3±1.08ms        ? ?/sec    1.00    109.7±0.65ms        ? ?/sec
   arrow_reader_clickbench/async/Q37                 1.01     85.9±0.88ms        ? ?/sec    1.00     85.4±1.14ms        ? ?/sec
   arrow_reader_clickbench/async/Q38                 1.01     34.7±0.30ms        ? ?/sec    1.00     34.4±0.41ms        ? ?/sec
   arrow_reader_clickbench/async/Q39                 1.00     48.2±0.57ms        ? ?/sec    1.01     48.5±0.89ms        ? ?/sec
   arrow_reader_clickbench/async/Q40                 1.00     30.0±0.21ms        ? ?/sec    1.01     30.4±0.82ms        ? ?/sec
   arrow_reader_clickbench/async/Q41                 1.01     24.3±0.24ms        ? ?/sec    1.00     24.2±0.16ms        ? ?/sec
   arrow_reader_clickbench/async/Q42                 1.00     11.6±0.18ms        ? ?/sec    1.00     11.5±0.11ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q1     1.01      2.3±0.06ms        ? ?/sec    1.00      2.3±0.03ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q10    1.00     12.0±0.23ms        ? ?/sec    1.02     12.3±0.38ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q11    1.00     13.8±0.22ms        ? ?/sec    1.00     13.9±0.25ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q12    1.00     21.8±0.25ms        ? ?/sec    1.07     23.2±0.24ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q13    1.00     26.8±0.50ms        ? ?/sec    1.06     28.3±0.26ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q14    1.00     24.4±0.33ms        ? ?/sec    1.05     25.6±0.28ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q19    1.00      5.1±0.05ms        ? ?/sec    1.05      5.4±0.10ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q20    1.00    110.4±0.97ms        ? ?/sec    1.02    112.4±1.21ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q21    1.00    125.8±1.29ms        ? ?/sec    1.02    128.2±0.82ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q22    1.00    231.2±2.57ms        ? ?/sec    1.02    235.7±1.99ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q23    1.00    368.8±2.14ms        ? ?/sec    1.02    374.9±1.95ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q24    1.00     29.5±0.38ms        ? ?/sec    1.07     31.6±0.36ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q27    1.00     95.1±0.59ms        ? ?/sec    1.01     96.0±0.59ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q28    1.00     92.7±0.57ms        ? ?/sec    1.02     94.4±0.81ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q30    1.00     26.2±0.34ms        ? ?/sec    1.06     27.7±0.32ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q36    1.00    103.5±1.13ms        ? ?/sec    1.01    104.3±1.21ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q37    1.00     80.9±0.69ms        ? ?/sec    1.00     81.3±1.17ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q38    1.00     29.7±0.30ms        ? ?/sec    1.02     30.3±0.92ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q39    1.00     40.7±0.48ms        ? ?/sec    1.02     41.6±0.32ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q40    1.00     25.5±0.42ms        ? ?/sec    1.07     27.2±0.41ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q41    1.00     20.6±0.35ms        ? ?/sec    1.07     21.9±0.24ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q42    1.00     10.2±0.23ms        ? ?/sec    1.02     10.4±0.12ms        ? ?/sec
   arrow_reader_clickbench/sync/Q1                   1.01      2.1±0.01ms        ? ?/sec    1.00      2.0±0.02ms        ? ?/sec
   arrow_reader_clickbench/sync/Q10                  1.03      8.0±0.14ms        ? ?/sec    1.00      7.8±0.13ms        ? ?/sec
   arrow_reader_clickbench/sync/Q11                  1.06      9.9±0.29ms        ? ?/sec    1.00      9.3±0.07ms        ? ?/sec
   arrow_reader_clickbench/sync/Q12                  1.00     29.7±0.37ms        ? ?/sec    1.17     34.7±1.06ms        ? ?/sec
   arrow_reader_clickbench/sync/Q13                  1.05     45.2±1.10ms        ? ?/sec    1.00     43.0±0.49ms        ? ?/sec
   arrow_reader_clickbench/sync/Q14                  1.04     32.2±0.57ms        ? ?/sec    1.00     31.0±0.58ms        ? ?/sec
   arrow_reader_clickbench/sync/Q19                  1.08      4.5±0.15ms        ? ?/sec    1.00      4.2±0.06ms        ? ?/sec
   arrow_reader_clickbench/sync/Q20                  1.03    181.7±1.47ms        ? ?/sec    1.00    177.0±1.59ms        ? ?/sec
   arrow_reader_clickbench/sync/Q21                  1.02    240.8±2.20ms        ? ?/sec    1.00    235.7±1.32ms        ? ?/sec
   arrow_reader_clickbench/sync/Q22                  1.04    492.0±4.86ms        ? ?/sec    1.00    475.3±2.90ms        ? ?/sec
   arrow_reader_clickbench/sync/Q23                  1.01   451.4±21.84ms        ? ?/sec    1.00   445.6±14.99ms        ? ?/sec
   arrow_reader_clickbench/sync/Q24                  1.07     43.2±1.15ms        ? ?/sec    1.00     40.4±0.43ms        ? ?/sec
   arrow_reader_clickbench/sync/Q27                  1.04    159.4±1.52ms        ? ?/sec    1.00    153.2±1.02ms        ? ?/sec
   arrow_reader_clickbench/sync/Q28                  1.03    152.9±1.98ms        ? ?/sec    1.00    147.9±1.77ms        ? ?/sec
   arrow_reader_clickbench/sync/Q30                  1.06     29.5±0.39ms        ? ?/sec    1.00     27.9±0.37ms        ? ?/sec
   arrow_reader_clickbench/sync/Q36                  1.06    162.6±1.88ms        ? ?/sec    1.00    153.2±2.01ms        ? ?/sec
   arrow_reader_clickbench/sync/Q37                  1.04     90.1±1.24ms        ? ?/sec    1.00     86.5±1.34ms        ? ?/sec
   arrow_reader_clickbench/sync/Q38                  1.03     30.1±0.15ms        ? ?/sec    1.00     29.2±0.38ms        ? ?/sec
   arrow_reader_clickbench/sync/Q39                  1.08     36.2±0.33ms        ? ?/sec    1.00     33.5±0.80ms        ? ?/sec
   arrow_reader_clickbench/sync/Q40                  1.08     28.1±0.22ms        ? ?/sec    1.00     26.1±0.39ms        ? ?/sec
   arrow_reader_clickbench/sync/Q41                  1.08     30.8±0.74ms        ? ?/sec    1.00     28.6±0.39ms        ? ?/sec
   arrow_reader_clickbench/sync/Q42                  1.05     13.0±0.27ms        ? ?/sec    1.00     12.4±0.19ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893143063

   run benchmark arrow_reader_clickbench


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811808740

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                         main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                         ----                                   ------------------------------------
   filter context decimal128 (kept 1/2)                                          1.00     45.2±5.62µs        ? ?/sec    1.07     48.6±7.24µs        ? ?/sec
   filter context decimal128 high selectivity (kept 1023/1024)                   1.00     50.3±1.16µs        ? ?/sec    1.03     51.6±1.67µs        ? ?/sec
   filter context decimal128 low selectivity (kept 1/1024)                       1.02    232.2±2.27ns        ? ?/sec    1.00    227.5±2.16ns        ? ?/sec
   filter context f32 (kept 1/2)                                                 1.00     88.0±0.93µs        ? ?/sec    1.00     88.2±0.50µs        ? ?/sec
   filter context f32 high selectivity (kept 1023/1024)                          1.00     10.4±0.51µs        ? ?/sec    1.01     10.5±0.45µs        ? ?/sec
   filter context f32 low selectivity (kept 1/1024)                              1.00    428.7±3.76ns        ? ?/sec    1.04    443.8±6.21ns        ? ?/sec
   filter context fsb with value length 20 (kept 1/2)                            1.00     70.8±1.04µs        ? ?/sec    1.00     71.0±1.69µs        ? ?/sec
   filter context fsb with value length 20 high selectivity (kept 1023/1024)     1.00     70.8±0.68µs        ? ?/sec    1.00     70.8±0.45µs        ? ?/sec
   filter context fsb with value length 20 low selectivity (kept 1/1024)         1.00     70.7±0.70µs        ? ?/sec    1.00     71.0±1.48µs        ? ?/sec
   filter context fsb with value length 5 (kept 1/2)                             1.00     70.7±0.29µs        ? ?/sec    1.00     70.8±1.24µs        ? ?/sec
   filter context fsb with value length 5 high selectivity (kept 1023/1024)      1.00     71.0±2.16µs        ? ?/sec    1.00     70.8±1.02µs        ? ?/sec
   filter context fsb with value length 5 low selectivity (kept 1/1024)          1.00     70.7±0.35µs        ? ?/sec    1.00     70.7±0.52µs        ? ?/sec
   filter context fsb with value length 50 (kept 1/2)                            1.00     70.6±0.21µs        ? ?/sec    1.00     70.8±0.73µs        ? ?/sec
   filter context fsb with value length 50 high selectivity (kept 1023/1024)     1.00     70.7±0.39µs        ? ?/sec    1.00     70.7±0.38µs        ? ?/sec
   filter context fsb with value length 50 low selectivity (kept 1/1024)         1.00     70.9±1.45µs        ? ?/sec    1.00     70.7±0.37µs        ? ?/sec
   filter context i32 (kept 1/2)                                                 1.01     16.5±0.09µs        ? ?/sec    1.00     16.4±0.10µs        ? ?/sec
   filter context i32 high selectivity (kept 1023/1024)                          1.00      6.3±0.37µs        ? ?/sec    1.02      6.4±0.26µs        ? ?/sec
   filter context i32 low selectivity (kept 1/1024)                              1.01    223.8±5.99ns        ? ?/sec    1.00    221.3±2.68ns        ? ?/sec
   filter context i32 w NULLs (kept 1/2)                                         1.00     87.9±0.97µs        ? ?/sec    1.00     87.6±1.11µs        ? ?/sec
   filter context i32 w NULLs high selectivity (kept 1023/1024)                  1.03     10.6±0.52µs        ? ?/sec    1.00     10.3±0.32µs        ? ?/sec
   filter context i32 w NULLs low selectivity (kept 1/1024)                      1.00   426.3±10.15ns        ? ?/sec    1.04    444.7±4.24ns        ? ?/sec
   filter context mixed string view (kept 1/2)                                   1.06    121.9±6.83µs        ? ?/sec    1.00    114.6±5.06µs        ? ?/sec
   filter context mixed string view high selectivity (kept 1023/1024)            1.00     54.3±1.82µs        ? ?/sec    1.00     54.5±1.02µs        ? ?/sec
   filter context mixed string view low selectivity (kept 1/1024)                1.00   629.6±18.13ns        ? ?/sec    1.02    640.3±8.29ns        ? ?/sec
   filter context short string view (kept 1/2)                                   1.00    114.3±3.04µs        ? ?/sec    1.01    115.3±6.22µs        ? ?/sec
   filter context short string view high selectivity (kept 1023/1024)            1.00     53.7±1.35µs        ? ?/sec    1.00     53.7±1.38µs        ? ?/sec
   filter context short string view low selectivity (kept 1/1024)                1.00    481.8±7.92ns        ? ?/sec    1.04   500.8±20.49ns        ? ?/sec
   filter context string (kept 1/2)                                              1.00   589.5±14.27µs        ? ?/sec    1.03   607.6±20.92µs        ? ?/sec
   filter context string dictionary (kept 1/2)                                   1.00     17.3±0.09µs        ? ?/sec    1.02     17.6±0.16µs        ? ?/sec
   filter context string dictionary high selectivity (kept 1023/1024)            1.00      7.0±0.38µs        ? ?/sec    1.01      7.1±0.38µs        ? ?/sec
   filter context string dictionary low selectivity (kept 1/1024)                1.00    641.0±8.40ns        ? ?/sec    1.00    642.6±9.49ns        ? ?/sec
   filter context string dictionary w NULLs (kept 1/2)                           1.00     88.4±0.67µs        ? ?/sec    1.00     88.7±1.12µs        ? ?/sec
   filter context string dictionary w NULLs high selectivity (kept 1023/1024)    1.00     10.8±0.47µs        ? ?/sec    1.00     10.8±0.42µs        ? ?/sec
   filter context string dictionary w NULLs low selectivity (kept 1/1024)        1.00   865.5±16.35ns        ? ?/sec    1.02   880.2±18.21ns        ? ?/sec
   filter context string high selectivity (kept 1023/1024)                       1.00   628.6±13.12µs        ? ?/sec    1.22   769.8±30.41µs        ? ?/sec
   filter context string low selectivity (kept 1/1024)                           1.00   986.3±18.17ns        ? ?/sec    1.00    988.6±7.58ns        ? ?/sec
   filter context u8 (kept 1/2)                                                  1.00     15.0±0.10µs        ? ?/sec    1.00     15.0±0.21µs        ? ?/sec
   filter context u8 high selectivity (kept 1023/1024)                           1.09      2.0±0.02µs        ? ?/sec    1.00  1838.9±11.06ns        ? ?/sec
   filter context u8 low selectivity (kept 1/1024)                               1.01    215.8±4.71ns        ? ?/sec    1.00    214.2±4.20ns        ? ?/sec
   filter context u8 w NULLs (kept 1/2)                                          1.00     85.9±0.35µs        ? ?/sec    1.00     85.9±0.40µs        ? ?/sec
   filter context u8 w NULLs high selectivity (kept 1023/1024)                   1.00      5.1±0.02µs        ? ?/sec    1.05      5.3±0.34µs        ? ?/sec
   filter context u8 w NULLs low selectivity (kept 1/1024)                       1.00    422.6±6.69ns        ? ?/sec    1.04    439.5±3.95ns        ? ?/sec
   filter decimal128 (kept 1/2)                                                  1.06     49.1±4.61µs        ? ?/sec    1.00     46.3±4.13µs        ? ?/sec
   filter decimal128 high selectivity (kept 1023/1024)                           1.00     53.7±1.31µs        ? ?/sec    1.00     53.7±1.21µs        ? ?/sec
   filter decimal128 low selectivity (kept 1/1024)                               1.64      3.2±0.03µs        ? ?/sec    1.00  1930.5±12.51ns        ? ?/sec
   filter f32 (kept 1/2)                                                         1.18    155.3±2.01µs        ? ?/sec    1.00    132.1±0.73µs        ? ?/sec
   filter fsb with value length 20 (kept 1/2)                                    1.06    137.0±0.76µs        ? ?/sec    1.00    129.8±2.34µs        ? ?/sec
   filter fsb with value length 20 high selectivity (kept 1023/1024)             1.02     72.0±1.59µs        ? ?/sec    1.00     70.2±1.52µs        ? ?/sec
   filter fsb with value length 20 low selectivity (kept 1/1024)                 1.80      3.5±0.03µs        ? ?/sec    1.00  1928.0±12.91ns        ? ?/sec
   filter fsb with value length 5 (kept 1/2)                                     1.04    142.2±1.24µs        ? ?/sec    1.00    136.3±1.94µs        ? ?/sec
   filter fsb with value length 5 high selectivity (kept 1023/1024)              1.03     11.6±0.50µs        ? ?/sec    1.00     11.2±0.49µs        ? ?/sec
   filter fsb with value length 5 low selectivity (kept 1/1024)                  1.85      3.4±0.02µs        ? ?/sec    1.00  1833.9±42.42ns        ? ?/sec
   filter fsb with value length 50 (kept 1/2)                                    1.09   165.2±13.42µs        ? ?/sec    1.00   151.0±12.52µs        ? ?/sec
   filter fsb with value length 50 high selectivity (kept 1023/1024)             1.00    218.9±4.77µs        ? ?/sec    1.01    220.4±9.74µs        ? ?/sec
   filter fsb with value length 50 low selectivity (kept 1/1024)                 1.68      3.4±0.02µs        ? ?/sec    1.00      2.0±0.03µs        ? ?/sec
   filter i32 (kept 1/2)                                                         1.64     54.2±0.90µs        ? ?/sec    1.00     33.1±0.14µs        ? ?/sec
   filter i32 high selectivity (kept 1023/1024)                                  1.01      9.0±0.55µs        ? ?/sec    1.00      8.9±0.38µs        ? ?/sec
   filter i32 low selectivity (kept 1/1024)                                      1.74      3.0±0.02µs        ? ?/sec    1.00  1699.0±26.09ns        ? ?/sec
   filter optimize (kept 1/2)                                                    1.00     36.0±0.37µs        ? ?/sec    1.01     36.5±0.22µs        ? ?/sec
   filter optimize high selectivity (kept 1023/1024)                             1.06      2.7±0.01µs        ? ?/sec    1.00      2.6±0.03µs        ? ?/sec
   filter optimize low selectivity (kept 1/1024)                                 1.23  1802.2±54.38ns        ? ?/sec    1.00  1460.3±12.84ns        ? ?/sec
   filter run array (kept 1/2)                                                   1.03    380.2±6.73µs        ? ?/sec    1.00    370.2±5.94µs        ? ?/sec
   filter run array high selectivity (kept 1023/1024)                            1.00    397.3±3.49µs        ? ?/sec    1.03    409.1±7.72µs        ? ?/sec
   filter run array low selectivity (kept 1/1024)                                1.00    283.8±4.16µs        ? ?/sec    1.04    294.0±3.47µs        ? ?/sec
   filter single record batch                                                    1.22     52.8±0.66µs        ? ?/sec    1.00     43.2±0.22µs        ? ?/sec
   filter u8 (kept 1/2)                                                          1.23     53.6±0.62µs        ? ?/sec    1.00     43.4±0.63µs        ? ?/sec
   filter u8 high selectivity (kept 1023/1024)                                   1.01      3.8±0.08µs        ? ?/sec    1.00      3.8±0.04µs        ? ?/sec
   filter u8 low selectivity (kept 1/1024)                                       1.67      3.3±0.04µs        ? ?/sec    1.00  1974.5±11.18ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3813180417

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                                main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                                ----                                   ------------------------------------
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.001                               1.01    263.4±1.78ms        ? ?/sec    1.00    261.9±2.41ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.01                                1.02      8.3±0.12ms        ? ?/sec    1.00      8.1±0.13ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.1                                 1.00      3.9±0.11ms        ? ?/sec    1.02      4.0±0.09ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.8                                 1.00      3.4±0.05ms        ? ?/sec    1.01      3.5±0.03ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.001                             1.02    248.3±2.63ms        ? ?/sec    1.00    244.1±2.45ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.01                              1.03      9.0±0.10ms        ? ?/sec    1.00      8.8±0.10ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.1                               1.02      4.4±0.10ms        ? ?/sec    1.00      4.3±0.10ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.8                               1.01      4.6±0.04ms        ? ?/sec    1.00      4.5±0.04ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.001                               1.06     56.6±1.19ms        ? ?/sec    1.00     53.5±0.76ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.01                                1.00     11.1±0.11ms        ? ?/sec    1.00     11.1±0.19ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.1                                 1.01      9.3±0.36ms        ? ?/sec    1.00      9.1±0.14ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.8                                 1.25     11.4±0.25ms        ? ?/sec    1.00      9.1±0.31ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.001                             1.05     65.3±0.49ms        ? ?/sec    1.00     62.1±0.69ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.01                              1.01     12.3±0.13ms        ? ?/sec    1.00     12.1±0.23ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.1                               1.03      9.9±0.27ms        ? ?/sec    1.00      9.6±0.23ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.8                               1.00     10.6±0.20ms        ? ?/sec    1.00     10.6±0.14ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.001      1.07     44.1±0.65ms        ? ?/sec    1.00     41.2±0.57ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.01       1.05      5.5±0.08ms        ? ?/sec    1.00      5.2±0.09ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.1        1.02      4.3±0.17ms        ? ?/sec    1.00      4.3±0.16ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.8        1.00      3.0±0.06ms        ? ?/sec    1.02      3.1±0.10ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.001    1.05     54.2±0.31ms        ? ?/sec    1.00     51.5±2.00ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.01     1.01      7.5±0.07ms        ? ?/sec    1.00      7.4±0.08ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.1      1.00      5.2±0.13ms        ? ?/sec    1.00      5.2±0.15ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.8      1.00      3.7±0.03ms        ? ?/sec    1.00      3.7±0.02ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.001       1.07     39.6±0.50ms        ? ?/sec    1.00     37.0±0.48ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.01        1.03      4.3±0.05ms        ? ?/sec    1.00      4.2±0.10ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.1         1.01      2.0±0.07ms        ? ?/sec    1.00      2.0±0.05ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.8         1.00  1317.6±27.12µs        ? ?/sec    1.02  1342.0±19.16µs        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.001     1.06     48.7±0.20ms        ? ?/sec    1.00     46.1±0.65ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.01      1.02      6.5±0.11ms        ? ?/sec    1.00      6.3±0.11ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.1       1.00      3.3±0.11ms        ? ?/sec    1.04      3.4±0.18ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.8       1.01      3.7±0.05ms        ? ?/sec    1.00      3.7±0.02ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.001                                1.10     88.7±1.28ms        ? ?/sec    1.00     80.3±1.28ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.01                                 1.09      8.4±0.12ms        ? ?/sec    1.00      7.7±0.06ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.1                                  1.04      3.2±0.24ms        ? ?/sec    1.00      3.1±0.15ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.8                                  1.00      2.8±0.04ms        ? ?/sec    1.04      2.9±0.02ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.001                              1.07    116.5±1.72ms        ? ?/sec    1.00    108.9±1.39ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.01                               1.04     13.9±0.09ms        ? ?/sec    1.00     13.3±0.16ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.1                                1.00      6.3±0.22ms        ? ?/sec    1.06      6.7±0.40ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.8                                1.00      8.8±0.06ms        ? ?/sec    1.00      8.8±0.04ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.001                          1.11     63.4±0.62ms        ? ?/sec    1.00     57.0±1.35ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.01                           1.08      7.6±0.12ms        ? ?/sec    1.00      7.0±0.05ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.1                            1.07      3.8±0.19ms        ? ?/sec    1.00      3.6±0.15ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.8                            1.00  1282.4±11.51µs        ? ?/sec    1.02  1312.9±12.98µs        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.001                        1.19     89.6±1.99ms        ? ?/sec    1.00     75.2±0.46ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.01                         1.14     11.3±0.30ms        ? ?/sec    1.00      9.9±0.26ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.1                          1.09      5.2±0.30ms        ? ?/sec    1.00      4.8±0.30ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.8                          1.01      3.8±0.02ms        ? ?/sec    1.00      3.7±0.11ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808136547

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (b4b71aa2ed596a56f0abb9e77552011a875e617a) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..b4b71aa2ed596a56f0abb9e77552011a875e617a)
   BENCH_NAME=arrow_reader
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808367712

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (b4b71aa2ed596a56f0abb9e77552011a875e617a) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..b4b71aa2ed596a56f0abb9e77552011a875e617a)
   BENCH_NAME=arrow_reader_clickbench
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader_clickbench 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3816203563

   run benchmark boolean_kernels


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3812999591

   run benchmark coalesce_kernels


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3897966028

   Those are some impressive benchmark results


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893399515

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (d20ef3573d7205f053b9cbb79c1b63c8c7dcd570) to d6168e526aae79d6fbafe8c11062b5f834021052 [diff](https://github.com/apache/arrow-rs/compare/d6168e526aae79d6fbafe8c11062b5f834021052..d20ef3573d7205f053b9cbb79c1b63c8c7dcd570)
   BENCH_NAME=filter_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench filter_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] closed pull request #9284: Optimize boolean operations
URL: https://github.com/apache/arrow-rs/pull/9284


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3894243207

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (d20ef3573d7205f053b9cbb79c1b63c8c7dcd570) to d6168e526aae79d6fbafe8c11062b5f834021052 [diff](https://github.com/apache/arrow-rs/compare/d6168e526aae79d6fbafe8c11062b5f834021052..d20ef3573d7205f053b9cbb79c1b63c8c7dcd570)
   BENCH_NAME=coalesce_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench coalesce_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893104116

   run benchmark filter_kernels


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810008796

   run benchmark boolean_kernels


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811017381

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (6d953141f033a03845fb74107d8d3ef190efcb82) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..6d953141f033a03845fb74107d8d3ef190efcb82)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811809026

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (0d425e4f9ea4bcf43f1efc3298a9359d977b5208) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..0d425e4f9ea4bcf43f1efc3298a9359d977b5208)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3813058409

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                             main                                   optimize_unaligned_bitchunk_iterator
   -----                                             ----                                   ------------------------------------
   arrow_reader_clickbench/async/Q1                  1.04      2.4±0.03ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
   arrow_reader_clickbench/async/Q10                 1.17     14.2±0.26ms        ? ?/sec    1.00     12.2±0.34ms        ? ?/sec
   arrow_reader_clickbench/async/Q11                 1.15     16.0±0.31ms        ? ?/sec    1.00     13.9±0.29ms        ? ?/sec
   arrow_reader_clickbench/async/Q12                 1.43     32.9±0.35ms        ? ?/sec    1.00     23.0±0.35ms        ? ?/sec
   arrow_reader_clickbench/async/Q13                 1.42     40.5±0.66ms        ? ?/sec    1.00     28.5±0.31ms        ? ?/sec
   arrow_reader_clickbench/async/Q14                 1.40     36.2±0.48ms        ? ?/sec    1.00     25.8±0.43ms        ? ?/sec
   arrow_reader_clickbench/async/Q19                 1.26      7.3±0.14ms        ? ?/sec    1.00      5.8±0.13ms        ? ?/sec
   arrow_reader_clickbench/async/Q20                 1.45    176.6±1.89ms        ? ?/sec    1.00    121.8±1.47ms        ? ?/sec
   arrow_reader_clickbench/async/Q21                 1.28    197.5±3.34ms        ? ?/sec    1.00    154.2±2.08ms        ? ?/sec
   arrow_reader_clickbench/async/Q22                 1.44   341.2±36.98ms        ? ?/sec    1.00    236.9±2.37ms        ? ?/sec
   arrow_reader_clickbench/async/Q23                 1.05    429.2±4.35ms        ? ?/sec    1.00    407.3±2.78ms        ? ?/sec
   arrow_reader_clickbench/async/Q24                 1.13     35.8±1.20ms        ? ?/sec    1.00     31.7±0.57ms        ? ?/sec
   arrow_reader_clickbench/async/Q27                 1.05    103.7±0.82ms        ? ?/sec    1.00     99.0±0.86ms        ? ?/sec
   arrow_reader_clickbench/async/Q28                 1.04    100.6±1.10ms        ? ?/sec    1.00     96.7±0.71ms        ? ?/sec
   arrow_reader_clickbench/async/Q30                 1.07     30.2±0.60ms        ? ?/sec    1.00     28.4±0.52ms        ? ?/sec
   arrow_reader_clickbench/async/Q36                 1.05    113.1±0.96ms        ? ?/sec    1.00    107.7±1.00ms        ? ?/sec
   arrow_reader_clickbench/async/Q37                 1.04     88.0±1.27ms        ? ?/sec    1.00     84.3±0.87ms        ? ?/sec
   arrow_reader_clickbench/async/Q38                 1.06     35.3±0.28ms        ? ?/sec    1.00     33.3±0.40ms        ? ?/sec
   arrow_reader_clickbench/async/Q39                 1.08     50.3±0.64ms        ? ?/sec    1.00     46.4±0.45ms        ? ?/sec
   arrow_reader_clickbench/async/Q40                 1.10     31.5±0.71ms        ? ?/sec    1.00     28.6±0.48ms        ? ?/sec
   arrow_reader_clickbench/async/Q41                 1.13     26.1±0.51ms        ? ?/sec    1.00     23.1±0.29ms        ? ?/sec
   arrow_reader_clickbench/async/Q42                 1.08     12.0±0.16ms        ? ?/sec    1.00     11.1±0.27ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q1     1.04      2.3±0.04ms        ? ?/sec    1.00      2.3±0.05ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q10    1.16     13.4±0.30ms        ? ?/sec    1.00     11.6±0.29ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q11    1.16     15.3±0.39ms        ? ?/sec    1.00     13.2±0.27ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q12    1.08     24.2±0.38ms        ? ?/sec    1.00     22.4±0.46ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q13    1.05     29.5±0.33ms        ? ?/sec    1.00     28.0±0.46ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q14    1.06     26.9±0.27ms        ? ?/sec    1.00     25.3±0.21ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q19    1.15      6.5±0.22ms        ? ?/sec    1.00      5.6±0.14ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q20    1.04    114.2±1.22ms        ? ?/sec    1.00    110.3±1.15ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q21    1.04    131.0±1.51ms        ? ?/sec    1.00    125.6±0.73ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q22    1.05    242.8±2.71ms        ? ?/sec    1.00    231.8±1.78ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q23    1.04   373.6±10.75ms        ? ?/sec    1.00    359.7±6.89ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q24    1.06     32.9±0.47ms        ? ?/sec    1.00     31.0±0.57ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q27    1.04     98.9±1.17ms        ? ?/sec    1.00     94.9±1.01ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q28    1.05     97.5±1.27ms        ? ?/sec    1.00     92.9±0.63ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q30    1.05     29.0±0.84ms        ? ?/sec    1.00     27.6±0.61ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q36    1.04    107.6±1.50ms        ? ?/sec    1.00    103.0±1.10ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q37    1.05     84.7±1.10ms        ? ?/sec    1.00     80.4±0.68ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q38    1.07     32.4±0.37ms        ? ?/sec    1.00     30.2±0.35ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q39    1.07     44.8±0.76ms        ? ?/sec    1.00     41.7±0.39ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q40    1.06     28.5±0.51ms        ? ?/sec    1.00     27.0±0.34ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q41    1.03     22.3±0.36ms        ? ?/sec    1.00     21.6±0.25ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q42    1.03     10.8±0.22ms        ? ?/sec    1.00     10.5±0.14ms        ? ?/sec
   arrow_reader_clickbench/sync/Q1                   1.01      2.1±0.01ms        ? ?/sec    1.00      2.0±0.01ms        ? ?/sec
   arrow_reader_clickbench/sync/Q10                  1.03      8.4±0.14ms        ? ?/sec    1.00      8.2±0.19ms        ? ?/sec
   arrow_reader_clickbench/sync/Q11                  1.03     10.0±0.27ms        ? ?/sec    1.00      9.6±0.15ms        ? ?/sec
   arrow_reader_clickbench/sync/Q12                  1.00     29.8±0.38ms        ? ?/sec    1.22     36.2±1.06ms        ? ?/sec
   arrow_reader_clickbench/sync/Q13                  1.01     45.3±1.61ms        ? ?/sec    1.00     44.8±0.52ms        ? ?/sec
   arrow_reader_clickbench/sync/Q14                  1.28     40.8±1.18ms        ? ?/sec    1.00     31.7±0.33ms        ? ?/sec
   arrow_reader_clickbench/sync/Q19                  1.03      4.6±0.13ms        ? ?/sec    1.00      4.5±0.07ms        ? ?/sec
   arrow_reader_clickbench/sync/Q20                  1.07    187.6±3.02ms        ? ?/sec    1.00    176.1±1.63ms        ? ?/sec
   arrow_reader_clickbench/sync/Q21                  1.05    247.2±4.30ms        ? ?/sec    1.00    234.7±1.72ms        ? ?/sec
   arrow_reader_clickbench/sync/Q22                  1.09    515.9±4.75ms        ? ?/sec    1.00    473.8±3.78ms        ? ?/sec
   arrow_reader_clickbench/sync/Q23                  1.05   467.2±20.23ms        ? ?/sec    1.00   446.2±15.69ms        ? ?/sec
   arrow_reader_clickbench/sync/Q24                  1.07     44.9±0.79ms        ? ?/sec    1.00     41.9±0.77ms        ? ?/sec
   arrow_reader_clickbench/sync/Q27                  1.11    168.6±3.06ms        ? ?/sec    1.00    152.0±1.14ms        ? ?/sec
   arrow_reader_clickbench/sync/Q28                  1.07    157.7±2.21ms        ? ?/sec    1.00    147.1±1.98ms        ? ?/sec
   arrow_reader_clickbench/sync/Q30                  1.08     31.3±0.37ms        ? ?/sec    1.00     28.9±0.35ms        ? ?/sec
   arrow_reader_clickbench/sync/Q36                  1.09    166.7±1.99ms        ? ?/sec    1.00    152.8±1.02ms        ? ?/sec
   arrow_reader_clickbench/sync/Q37                  1.07     92.5±0.90ms        ? ?/sec    1.00     86.2±0.62ms        ? ?/sec
   arrow_reader_clickbench/sync/Q38                  1.05     30.9±0.27ms        ? ?/sec    1.00     29.4±0.20ms        ? ?/sec
   arrow_reader_clickbench/sync/Q39                  1.15     39.2±0.77ms        ? ?/sec    1.00     34.1±0.44ms        ? ?/sec
   arrow_reader_clickbench/sync/Q40                  1.16     31.4±0.55ms        ? ?/sec    1.00     27.2±0.47ms        ? ?/sec
   arrow_reader_clickbench/sync/Q41                  1.14     33.8±0.62ms        ? ?/sec    1.00     29.6±0.67ms        ? ?/sec
   arrow_reader_clickbench/sync/Q42                  1.06     13.2±0.13ms        ? ?/sec    1.00     12.5±0.15ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3816380462

   run benchmark boolean_kernels


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3819523896

   (sorry runner had been restarted for some reason)


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808807561

   run benchmark boolean_kernels filter_kernels


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810540656

   
   run benchmark boolean_kernels
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893821590

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                             main                                   optimize_unaligned_bitchunk_iterator
   -----                                             ----                                   ------------------------------------
   arrow_reader_clickbench/async/Q1                  1.01      2.3±0.02ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
   arrow_reader_clickbench/async/Q10                 1.00     11.4±0.33ms        ? ?/sec    1.00     11.4±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q11                 1.00     12.8±0.27ms        ? ?/sec    1.02     13.1±0.47ms        ? ?/sec
   arrow_reader_clickbench/async/Q12                 1.00     22.8±0.26ms        ? ?/sec    1.01     23.0±0.29ms        ? ?/sec
   arrow_reader_clickbench/async/Q13                 1.00     28.5±0.34ms        ? ?/sec    1.00     28.4±0.49ms        ? ?/sec
   arrow_reader_clickbench/async/Q14                 1.00     25.2±0.22ms        ? ?/sec    1.02     25.6±0.64ms        ? ?/sec
   arrow_reader_clickbench/async/Q19                 1.01      5.6±0.11ms        ? ?/sec    1.00      5.5±0.13ms        ? ?/sec
   arrow_reader_clickbench/async/Q20                 1.09   125.2±10.94ms        ? ?/sec    1.00    114.7±0.65ms        ? ?/sec
   arrow_reader_clickbench/async/Q21                 1.26    164.4±1.55ms        ? ?/sec    1.00    130.7±0.77ms        ? ?/sec
   arrow_reader_clickbench/async/Q22                 1.14   284.7±40.96ms        ? ?/sec    1.00    250.8±4.23ms        ? ?/sec
   arrow_reader_clickbench/async/Q23                 1.00    406.3±3.25ms        ? ?/sec    1.02    413.6±5.17ms        ? ?/sec
   arrow_reader_clickbench/async/Q24                 1.00     31.0±0.31ms        ? ?/sec    1.03     32.0±0.54ms        ? ?/sec
   arrow_reader_clickbench/async/Q27                 1.00     98.4±0.81ms        ? ?/sec    1.01     99.8±0.51ms        ? ?/sec
   arrow_reader_clickbench/async/Q28                 1.00     96.5±0.53ms        ? ?/sec    1.01     97.4±0.57ms        ? ?/sec
   arrow_reader_clickbench/async/Q30                 1.01     28.0±0.38ms        ? ?/sec    1.00     27.7±0.30ms        ? ?/sec
   arrow_reader_clickbench/async/Q36                 1.00    116.4±0.82ms        ? ?/sec    1.01    118.0±0.64ms        ? ?/sec
   arrow_reader_clickbench/async/Q37                 1.00     91.7±0.71ms        ? ?/sec    1.02     93.5±0.71ms        ? ?/sec
   arrow_reader_clickbench/async/Q38                 1.00     35.0±0.45ms        ? ?/sec    1.02     35.7±0.69ms        ? ?/sec
   arrow_reader_clickbench/async/Q39                 1.00     45.3±0.37ms        ? ?/sec    1.03     46.5±0.54ms        ? ?/sec
   arrow_reader_clickbench/async/Q40                 1.01     40.4±0.44ms        ? ?/sec    1.00     40.0±0.58ms        ? ?/sec
   arrow_reader_clickbench/async/Q41                 1.01     29.5±0.33ms        ? ?/sec    1.00     29.3±0.36ms        ? ?/sec
   arrow_reader_clickbench/async/Q42                 1.02     11.1±0.11ms        ? ?/sec    1.00     10.8±0.11ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q1     1.02      2.3±0.01ms        ? ?/sec    1.00      2.2±0.02ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q10    1.00     10.9±0.30ms        ? ?/sec    1.00     11.0±0.35ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q11    1.00     12.4±0.29ms        ? ?/sec    1.00     12.3±0.36ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q12    1.00     22.2±0.22ms        ? ?/sec    1.01     22.4±0.34ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q13    1.00     27.3±0.37ms        ? ?/sec    1.00     27.4±0.47ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q14    1.00     24.7±0.27ms        ? ?/sec    1.01     24.9±0.38ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q19    1.00      5.1±0.15ms        ? ?/sec    1.00      5.1±0.10ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q20    1.00    108.5±0.51ms        ? ?/sec    1.02    111.1±0.57ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q21    1.00    123.9±0.79ms        ? ?/sec    1.02    126.5±0.91ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q22    1.00    228.2±1.55ms        ? ?/sec    1.02    232.8±1.97ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q23    1.00    350.9±1.85ms        ? ?/sec    1.01    355.3±1.62ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q24    1.00     29.7±0.33ms        ? ?/sec    1.03     30.4±0.35ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q27    1.00     93.5±0.57ms        ? ?/sec    1.03     96.1±0.66ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q28    1.00     92.2±0.62ms        ? ?/sec    1.01     93.5±0.72ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q30    1.01     26.7±0.31ms        ? ?/sec    1.00     26.5±0.41ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q36    1.00    111.1±0.66ms        ? ?/sec    1.02    113.5±0.67ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q37    1.00     88.1±0.40ms        ? ?/sec    1.02     89.9±0.64ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q38    1.00     31.7±0.27ms        ? ?/sec    1.02     32.5±0.32ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q39    1.00     40.3±0.35ms        ? ?/sec    1.04     41.8±0.82ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q40    1.02     38.5±0.35ms        ? ?/sec    1.00     37.8±0.34ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q41    1.02     28.0±0.45ms        ? ?/sec    1.00     27.5±0.25ms        ? ?/sec
   arrow_reader_clickbench/async_object_store/Q42    1.02     10.4±0.23ms        ? ?/sec    1.00     10.2±0.08ms        ? ?/sec
   arrow_reader_clickbench/sync/Q1                   1.02      2.0±0.05ms        ? ?/sec    1.00  1961.1±15.71µs        ? ?/sec
   arrow_reader_clickbench/sync/Q10                  1.00      7.6±0.11ms        ? ?/sec    1.03      7.8±0.23ms        ? ?/sec
   arrow_reader_clickbench/sync/Q11                  1.00      9.1±0.12ms        ? ?/sec    1.01      9.2±0.23ms        ? ?/sec
   arrow_reader_clickbench/sync/Q12                  1.01     29.4±1.32ms        ? ?/sec    1.00     29.1±0.59ms        ? ?/sec
   arrow_reader_clickbench/sync/Q13                  1.00     34.2±0.37ms        ? ?/sec    1.29     44.2±0.92ms        ? ?/sec
   arrow_reader_clickbench/sync/Q14                  1.00     39.1±0.89ms        ? ?/sec    1.03     40.3±0.30ms        ? ?/sec
   arrow_reader_clickbench/sync/Q19                  1.02      4.2±0.04ms        ? ?/sec    1.00      4.1±0.03ms        ? ?/sec
   arrow_reader_clickbench/sync/Q20                  1.00    176.2±1.16ms        ? ?/sec    1.01    178.7±1.06ms        ? ?/sec
   arrow_reader_clickbench/sync/Q21                  1.00    227.3±5.09ms        ? ?/sec    1.03    234.0±1.54ms        ? ?/sec
   arrow_reader_clickbench/sync/Q22                  1.00    472.2±3.33ms        ? ?/sec    1.02    481.4±2.91ms        ? ?/sec
   arrow_reader_clickbench/sync/Q23                  1.03   441.5±16.99ms        ? ?/sec    1.00   428.7±11.88ms        ? ?/sec
   arrow_reader_clickbench/sync/Q24                  1.00     39.8±0.50ms        ? ?/sec    1.00     40.0±0.43ms        ? ?/sec
   arrow_reader_clickbench/sync/Q27                  1.00    150.2±0.97ms        ? ?/sec    1.03    154.9±1.13ms        ? ?/sec
   arrow_reader_clickbench/sync/Q28                  1.00    145.1±0.85ms        ? ?/sec    1.02    148.1±1.01ms        ? ?/sec
   arrow_reader_clickbench/sync/Q30                  1.00     28.2±0.36ms        ? ?/sec    1.00     28.2±0.48ms        ? ?/sec
   arrow_reader_clickbench/sync/Q36                  1.00    149.7±0.99ms        ? ?/sec    1.03    153.7±1.41ms        ? ?/sec
   arrow_reader_clickbench/sync/Q37                  1.00     83.9±0.49ms        ? ?/sec    1.02     85.5±0.90ms        ? ?/sec
   arrow_reader_clickbench/sync/Q38                  1.00     28.0±0.16ms        ? ?/sec    1.01     28.4±0.17ms        ? ?/sec
   arrow_reader_clickbench/sync/Q39                  1.00     33.2±0.49ms        ? ?/sec    1.02     34.0±0.53ms        ? ?/sec
   arrow_reader_clickbench/sync/Q40                  1.02     26.1±0.31ms        ? ?/sec    1.00     25.7±0.33ms        ? ?/sec
   arrow_reader_clickbench/sync/Q41                  1.00     27.5±0.28ms        ? ?/sec    1.01     27.6±0.71ms        ? ?/sec
   arrow_reader_clickbench/sync/Q42                  1.00     11.7±0.07ms        ? ?/sec    1.00     11.7±0.12ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810563124

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    209.8±4.75ns        ? ?/sec    1.32    276.3±6.97ns        ? ?/sec
   and_sliced_1     1.94  1100.6±18.58ns        ? ?/sec    1.00   567.6±34.02ns        ? ?/sec
   and_sliced_24    1.00   252.3±22.32ns        ? ?/sec    1.14    288.7±0.77ns        ? ?/sec
   not              1.03    146.3±3.48ns        ? ?/sec    1.00    142.5±4.17ns        ? ?/sec
   not_slice_24     1.00    194.2±0.66ns        ? ?/sec    1.21    234.5±8.43ns        ? ?/sec
   not_sliced_1     1.31    620.5±8.65ns        ? ?/sec    1.00    473.8±2.23ns        ? ?/sec
   or               1.00    199.4±4.63ns        ? ?/sec    1.28    254.8±0.78ns        ? ?/sec
   or_sliced_1      1.96  1101.1±26.11ns        ? ?/sec    1.00    562.5±4.17ns        ? ?/sec
   or_sliced_24     1.00    248.6±2.66ns        ? ?/sec    1.17    290.1±9.22ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3810540977

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (e2e31ccf608755a1f20e814ec1f3d10df76ec63b) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..e2e31ccf608755a1f20e814ec1f3d10df76ec63b)
   BENCH_NAME=boolean_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench boolean_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3811686755

   
   run benchmark filter_kernels boolean_kernels arrow_reader arrow_reader_clickbench
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808367599

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                                                      main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                                                      ----                                   ------------------------------------
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                           1.00  1230.6±17.46µs        ? ?/sec    1.04  1278.1±15.28µs        ? ?/sec
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                          1.00  1271.7±23.06µs        ? ?/sec    1.02  1293.6±17.22µs        ? ?/sec
   arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                            1.00  1235.7±13.40µs        ? ?/sec    1.04   1279.3±4.27µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, mandatory, no NULLs                                     1.00   499.5±16.75µs        ? ?/sec    1.11    555.8±4.91µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, optional, half NULLs                                    1.00   665.8±11.43µs        ? ?/sec    1.03    688.9±4.83µs        ? ?/sec
   arrow_array_reader/BinaryArray/dictionary encoded, optional, no NULLs                                      1.00    514.1±5.45µs        ? ?/sec    1.10    567.1±5.84µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, mandatory, no NULLs                                          1.00    562.6±4.17µs        ? ?/sec    1.02   574.3±16.05µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, optional, half NULLs                                         1.00    717.9±8.51µs        ? ?/sec    1.01   725.1±10.37µs        ? ?/sec
   arrow_array_reader/BinaryArray/plain encoded, optional, no NULLs                                           1.00    572.3±9.64µs        ? ?/sec    1.02    585.5±7.92µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, mandatory, no NULLs                                 1.00    162.5±2.13µs        ? ?/sec    1.00    162.4±2.91µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, optional, half NULLs                                1.00    218.7±6.35µs        ? ?/sec    1.05    228.7±3.76µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/dictionary encoded, optional, no NULLs                                  1.03    158.5±1.62µs        ? ?/sec    1.00    154.0±3.24µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs                                      1.09    224.5±4.71µs        ? ?/sec    1.00    206.3±8.26µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs, short string                        1.00    194.3±3.16µs        ? ?/sec    1.09    211.8±2.64µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, optional, half NULLs                                     1.00    261.8±5.25µs        ? ?/sec    1.01    264.7±5.49µs        ? ?/sec
   arrow_array_reader/BinaryViewArray/plain encoded, optional, no NULLs                                       1.06    230.1±2.94µs        ? ?/sec    1.00    217.6±5.59µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs     1.00   1026.3±8.45µs        ? ?/sec    1.09  1115.0±18.62µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, half NULLs    1.00    921.3±5.12µs        ? ?/sec    1.06    978.5±9.59µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, no NULLs      1.00   1035.6±6.20µs        ? ?/sec    1.09  1126.1±23.96µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                 1.00    398.4±3.86µs        ? ?/sec    1.10    437.0±3.40µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                1.00   616.5±10.65µs        ? ?/sec    1.03   637.0±15.58µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                  1.00   407.0±11.42µs        ? ?/sec    1.10    449.3±5.44µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, mandatory, no NULLs        1.22    194.7±1.84µs        ? ?/sec    1.00    160.0±0.71µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, half NULLs       1.13    338.3±6.82µs        ? ?/sec    1.00    299.7±1.29µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, no NULLs         1.20    199.2±0.57µs        ? ?/sec    1.00    165.7±1.86µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, mandatory, no NULLs                    1.55    118.6±1.02µs        ? ?/sec    1.00     76.5±0.93µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, half NULLs                   1.17    300.0±2.51µs        ? ?/sec    1.00    256.7±2.63µs        ? ?/sec
   arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, no NULLs                     1.53    123.9±1.80µs        ? ?/sec    1.00     80.8±0.63µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, mandatory, no NULLs                    1.00    688.0±3.77µs        ? ?/sec    1.07    735.9±4.95µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, half NULLs                   1.00   586.9±21.25µs        ? ?/sec    1.00    589.8±8.33µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, no NULLs                     1.00    693.8±4.17µs        ? ?/sec    1.07    744.5±4.45µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, mandatory, no NULLs                                1.00     61.8±5.98µs        ? ?/sec    1.08     66.9±7.19µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, half NULLs                               1.06    270.6±3.56µs        ? ?/sec    1.00    255.7±5.12µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, no NULLs                                 1.00     69.0±7.90µs        ? ?/sec    1.04     71.8±5.75µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, mandatory, no NULLs                     1.00     85.9±0.64µs        ? ?/sec    1.09     94.0±0.38µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, half NULLs                    1.00    228.5±1.12µs        ? ?/sec    1.02    233.2±4.02µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, no NULLs                      1.00     90.4±0.44µs        ? ?/sec    1.10     99.2±0.54µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, mandatory, no NULLs                                 1.00      9.1±0.25µs        ? ?/sec    1.01      9.2±0.29µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, half NULLs                                1.00    189.0±2.40µs        ? ?/sec    1.00    189.4±2.21µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, no NULLs                                  1.00     13.7±0.36µs        ? ?/sec    1.05     14.3±0.17µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, mandatory, no NULLs                     1.00    170.7±3.61µs        ? ?/sec    1.08    184.9±3.39µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, half NULLs                    1.05    369.7±3.60µs        ? ?/sec    1.00    351.8±2.83µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, no NULLs                      1.00    175.5±1.01µs        ? ?/sec    1.08    189.7±4.51µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, mandatory, no NULLs                                 1.00     13.6±0.37µs        ? ?/sec    1.03     14.1±0.33µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, half NULLs                                1.09    293.4±4.39µs        ? ?/sec    1.00    268.5±3.12µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, no NULLs                                  1.00     19.9±0.79µs        ? ?/sec    1.00     19.9±0.55µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, mandatory, no NULLs                     1.00    341.4±5.17µs        ? ?/sec    1.07    366.7±4.83µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, half NULLs                    1.02   401.3±19.84µs        ? ?/sec    1.00    394.8±2.27µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, no NULLs                      1.00    347.3±3.32µs        ? ?/sec    1.07    371.7±2.95µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, mandatory, no NULLs                                 1.00     26.2±0.30µs        ? ?/sec    1.01     26.5±0.59µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, half NULLs                                1.07    242.4±6.43µs        ? ?/sec    1.00    225.9±3.55µs        ? ?/sec
   arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, no NULLs                                  1.00     32.0±0.31µs        ? ?/sec    1.02     32.5±0.71µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.01    108.8±0.47µs        ? ?/sec    1.00    108.1±0.61µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, half NULLs                          1.00    130.3±0.93µs        ? ?/sec    1.03    134.0±1.93µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, no NULLs                            1.00    111.7±0.55µs        ? ?/sec    1.00    111.8±2.26µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, mandatory, no NULLs                                1.01    159.0±2.66µs        ? ?/sec    1.00    157.7±1.64µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, optional, half NULLs                               1.00    222.0±4.75µs        ? ?/sec    1.04    229.9±1.34µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/binary packed, optional, no NULLs                                 1.01    164.1±0.76µs        ? ?/sec    1.00    162.6±0.92µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.00     75.9±1.38µs        ? ?/sec    1.02     77.6±0.81µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.00    178.7±2.47µs        ? ?/sec    1.05    188.4±1.42µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.00     81.0±1.81µs        ? ?/sec    1.00     81.1±0.42µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.07    144.6±2.30µs        ? ?/sec    1.00    134.5±2.01µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, half NULLs                          1.00    216.6±1.95µs        ? ?/sec    1.02    220.9±6.44µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, no NULLs                            1.06    149.0±1.12µs        ? ?/sec    1.00    139.9±0.58µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, mandatory, no NULLs                                1.00     71.8±0.54µs        ? ?/sec    1.02     73.4±0.88µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, half NULLs                               1.00    175.7±6.88µs        ? ?/sec    1.06    186.6±5.93µs        ? ?/sec
   arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, no NULLs                                 1.00     75.5±0.80µs        ? ?/sec    1.03     78.0±1.12µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.00    106.9±1.45µs        ? ?/sec    1.02    108.7±1.19µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, half NULLs                          1.00    121.2±1.59µs        ? ?/sec    1.15    139.3±3.96µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, no NULLs                            1.00    111.0±0.46µs        ? ?/sec    1.01    112.3±1.76µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, mandatory, no NULLs                                1.00    162.7±0.53µs        ? ?/sec    1.00    162.6±2.79µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, optional, half NULLs                               1.00    208.8±8.34µs        ? ?/sec    1.16    242.4±5.92µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/binary packed, optional, no NULLs                                 1.00    167.1±1.30µs        ? ?/sec    1.00    167.5±1.43µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.01    202.5±2.28µs        ? ?/sec    1.00    201.0±2.14µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.00    225.0±2.98µs        ? ?/sec    1.15    258.0±3.56µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.00    207.8±1.63µs        ? ?/sec    1.00    207.1±1.12µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.00    141.2±1.26µs        ? ?/sec    1.09    153.6±3.21µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, half NULLs                          1.00    198.9±5.49µs        ? ?/sec    1.16    230.7±2.61µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, no NULLs                            1.00    147.3±1.42µs        ? ?/sec    1.06    155.6±3.09µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, mandatory, no NULLs                                1.00    107.1±1.66µs        ? ?/sec    1.00    107.0±1.37µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, half NULLs                               1.00    174.8±2.00µs        ? ?/sec    1.19    208.6±1.34µs        ? ?/sec
   arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, no NULLs                                 1.01    117.0±2.28µs        ? ?/sec    1.00    116.1±1.81µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, mandatory, no NULLs                                      1.00     77.0±3.33µs        ? ?/sec    1.00     76.8±0.47µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, optional, half NULLs                                     1.00    103.3±1.64µs        ? ?/sec    1.04    107.3±0.86µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed skip, optional, no NULLs                                       1.00     79.4±1.40µs        ? ?/sec    1.00     79.1±0.74µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, mandatory, no NULLs                                           1.00    106.3±0.75µs        ? ?/sec    1.00    105.8±0.53µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, optional, half NULLs                                          1.00    174.4±0.60µs        ? ?/sec    1.05    182.7±1.32µs        ? ?/sec
   arrow_array_reader/Int16Array/binary packed, optional, no NULLs                                            1.01    110.8±0.49µs        ? ?/sec    1.00    110.1±0.73µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     40.8±0.44µs        ? ?/sec    1.05     42.9±0.17µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, optional, half NULLs                              1.00    143.8±1.86µs        ? ?/sec    1.05    150.4±1.25µs        ? ?/sec
   arrow_array_reader/Int16Array/byte_stream_split encoded, optional, no NULLs                                1.00     45.4±0.23µs        ? ?/sec    1.04     47.3±1.29µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, mandatory, no NULLs                                      1.09    109.8±0.48µs        ? ?/sec    1.00    101.0±0.64µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, optional, half NULLs                                     1.00    180.4±2.71µs        ? ?/sec    1.02    183.4±0.86µs        ? ?/sec
   arrow_array_reader/Int16Array/dictionary encoded, optional, no NULLs                                       1.09    115.1±4.00µs        ? ?/sec    1.00    105.6±0.52µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, mandatory, no NULLs                                           1.00     36.9±0.28µs        ? ?/sec    1.02     37.5±0.49µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, optional, half NULLs                                          1.00    140.3±1.80µs        ? ?/sec    1.05    147.4±2.56µs        ? ?/sec
   arrow_array_reader/Int16Array/plain encoded, optional, no NULLs                                            1.01     41.4±0.55µs        ? ?/sec    1.00     41.1±0.22µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, mandatory, no NULLs                                      1.00     82.3±0.79µs        ? ?/sec    1.00     82.2±0.95µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, optional, half NULLs                                     1.00    101.1±0.63µs        ? ?/sec    1.05    106.2±1.41µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed skip, optional, no NULLs                                       1.00     84.7±1.31µs        ? ?/sec    1.00     84.5±0.34µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, mandatory, no NULLs                                           1.00    106.4±0.43µs        ? ?/sec    1.00    106.0±3.09µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, optional, half NULLs                                          1.00    166.1±2.35µs        ? ?/sec    1.05    174.5±1.14µs        ? ?/sec
   arrow_array_reader/Int32Array/binary packed, optional, no NULLs                                            1.01    111.4±2.91µs        ? ?/sec    1.00    109.9±1.47µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     23.1±0.32µs        ? ?/sec    1.00     23.2±0.25µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, optional, half NULLs                              1.00    122.6±1.13µs        ? ?/sec    1.06    130.2±0.97µs        ? ?/sec
   arrow_array_reader/Int32Array/byte_stream_split encoded, optional, no NULLs                                1.00     27.6±0.31µs        ? ?/sec    1.00     27.7±0.41µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, mandatory, no NULLs                                      1.11     91.5±1.84µs        ? ?/sec    1.00     82.7±1.23µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, optional, half NULLs                                     1.00    161.6±3.75µs        ? ?/sec    1.01    164.0±0.67µs        ? ?/sec
   arrow_array_reader/Int32Array/dictionary encoded, optional, no NULLs                                       1.09     94.6±0.87µs        ? ?/sec    1.00     87.1±0.72µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, mandatory, no NULLs                                           1.01     15.4±0.67µs        ? ?/sec    1.00     15.4±0.55µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, optional, half NULLs                                          1.00    121.3±1.68µs        ? ?/sec    1.05    127.8±2.50µs        ? ?/sec
   arrow_array_reader/Int32Array/plain encoded, optional, no NULLs                                            1.03     21.6±0.61µs        ? ?/sec    1.00     21.0±0.40µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, mandatory, no NULLs                                      1.00     79.4±0.46µs        ? ?/sec    1.00     79.7±0.71µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, optional, half NULLs                                     1.00     89.9±1.34µs        ? ?/sec    1.18    106.5±2.02µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed skip, optional, no NULLs                                       1.01     82.5±0.49µs        ? ?/sec    1.00     82.0±0.63µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, mandatory, no NULLs                                           1.01    107.0±1.16µs        ? ?/sec    1.00    105.9±0.59µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, optional, half NULLs                                          1.00    143.1±1.95µs        ? ?/sec    1.27   181.7±10.16µs        ? ?/sec
   arrow_array_reader/Int64Array/binary packed, optional, no NULLs                                            1.02    111.5±3.08µs        ? ?/sec    1.00    109.7±2.90µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, mandatory, no NULLs                               1.00    146.3±0.55µs        ? ?/sec    1.00    146.0±0.76µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, optional, half NULLs                              1.00    167.1±0.82µs        ? ?/sec    1.21    201.9±6.35µs        ? ?/sec
   arrow_array_reader/Int64Array/byte_stream_split encoded, optional, no NULLs                                1.00    151.1±1.38µs        ? ?/sec    1.00    150.9±0.53µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, mandatory, no NULLs                                      1.00     88.0±3.19µs        ? ?/sec    1.10     96.6±0.78µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, optional, half NULLs                                     1.00    134.3±0.86µs        ? ?/sec    1.28    171.3±1.05µs        ? ?/sec
   arrow_array_reader/Int64Array/dictionary encoded, optional, no NULLs                                       1.00     92.3±0.71µs        ? ?/sec    1.09    100.4±1.19µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, mandatory, no NULLs                                           1.00     38.7±0.96µs        ? ?/sec    1.04     40.4±2.85µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, optional, half NULLs                                          1.00    111.9±1.81µs        ? ?/sec    1.29    144.6±3.85µs        ? ?/sec
   arrow_array_reader/Int64Array/plain encoded, optional, no NULLs                                            1.00     45.3±0.79µs        ? ?/sec    1.07     48.4±3.29µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, mandatory, no NULLs                                       1.00     81.1±0.70µs        ? ?/sec    1.00     80.8±1.38µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, optional, half NULLs                                      1.00    103.4±0.70µs        ? ?/sec    1.04    108.0±0.88µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed skip, optional, no NULLs                                        1.00     83.5±1.22µs        ? ?/sec    1.00     83.4±0.91µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, mandatory, no NULLs                                            1.01    108.7±1.13µs        ? ?/sec    1.00    107.5±0.48µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, optional, half NULLs                                           1.00    172.6±1.43µs        ? ?/sec    1.05    180.4±1.16µs        ? ?/sec
   arrow_array_reader/Int8Array/binary packed, optional, no NULLs                                             1.01    113.4±1.54µs        ? ?/sec    1.00    111.9±0.39µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, mandatory, no NULLs                                1.00     34.5±0.14µs        ? ?/sec    1.01     35.0±0.92µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, optional, half NULLs                               1.00    134.7±2.68µs        ? ?/sec    1.05    141.9±3.65µs        ? ?/sec
   arrow_array_reader/Int8Array/byte_stream_split encoded, optional, no NULLs                                 1.00     39.0±0.48µs        ? ?/sec    1.00     39.0±0.56µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, mandatory, no NULLs                                       1.09    101.7±1.24µs        ? ?/sec    1.00     93.5±1.40µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, optional, half NULLs                                      1.00    173.7±6.07µs        ? ?/sec    1.02    176.3±6.43µs        ? ?/sec
   arrow_array_reader/Int8Array/dictionary encoded, optional, no NULLs                                        1.09    107.2±2.03µs        ? ?/sec    1.00     98.3±3.20µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, mandatory, no NULLs                                            1.00     28.7±0.11µs        ? ?/sec    1.01     28.9±0.37µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, optional, half NULLs                                           1.00    132.7±1.29µs        ? ?/sec    1.05    139.1±2.54µs        ? ?/sec
   arrow_array_reader/Int8Array/plain encoded, optional, no NULLs                                             1.00     33.3±0.16µs        ? ?/sec    1.01     33.5±0.31µs        ? ?/sec
   arrow_array_reader/ListArray/plain encoded optional strings half NULLs                                     1.00      6.0±0.13ms        ? ?/sec    1.00      6.0±0.07ms        ? ?/sec
   arrow_array_reader/ListArray/plain encoded optional strings no NULLs                                       1.00     11.9±0.16ms        ? ?/sec    1.02     12.2±0.42ms        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, mandatory, no NULLs                                     1.00    502.7±9.65µs        ? ?/sec    1.13   568.0±14.89µs        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, optional, half NULLs                                    1.00    653.6±2.42µs        ? ?/sec    1.09   709.6±83.95µs        ? ?/sec
   arrow_array_reader/StringArray/dictionary encoded, optional, no NULLs                                      1.00   503.0±18.75µs        ? ?/sec    1.15   579.1±39.16µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, mandatory, no NULLs                                          1.00    688.4±3.99µs        ? ?/sec    1.07   735.4±34.54µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, optional, half NULLs                                         1.00    791.4±9.95µs        ? ?/sec    1.00   792.1±12.56µs        ? ?/sec
   arrow_array_reader/StringArray/plain encoded, optional, no NULLs                                           1.00    700.0±7.73µs        ? ?/sec    1.06   741.7±22.24µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, mandatory, no NULLs                                1.04    335.2±6.63µs        ? ?/sec    1.00    321.7±9.40µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, optional, half NULLs                               1.00    379.7±8.86µs        ? ?/sec    1.13   428.1±60.95µs        ? ?/sec
   arrow_array_reader/StringDictionary/dictionary encoded, optional, no NULLs                                 1.05    341.3±9.40µs        ? ?/sec    1.00    326.0±2.13µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, mandatory, no NULLs                                 1.02    153.3±2.41µs        ? ?/sec    1.00    149.6±2.41µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, optional, half NULLs                                1.00    200.7±3.33µs        ? ?/sec    1.06    212.6±5.98µs        ? ?/sec
   arrow_array_reader/StringViewArray/dictionary encoded, optional, no NULLs                                  1.00    137.6±2.10µs        ? ?/sec    1.03    142.3±2.42µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, mandatory, no NULLs                                      1.00   364.7±15.49µs        ? ?/sec    1.08    393.0±2.82µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, optional, half NULLs                                     1.00    324.8±4.73µs        ? ?/sec    1.08    349.7±2.64µs        ? ?/sec
   arrow_array_reader/StringViewArray/plain encoded, optional, no NULLs                                       1.00    372.9±5.71µs        ? ?/sec    1.08    401.1±5.50µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, mandatory, no NULLs                                     1.00     92.1±1.11µs        ? ?/sec    1.00     92.5±0.77µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, optional, half NULLs                                    1.00    111.8±0.98µs        ? ?/sec    1.04    116.0±0.59µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed skip, optional, no NULLs                                      1.00     95.2±0.67µs        ? ?/sec    1.00     94.9±0.33µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, mandatory, no NULLs                                          1.00    126.8±4.54µs        ? ?/sec    1.00    126.3±1.63µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, optional, half NULLs                                         1.00    186.2±0.74µs        ? ?/sec    1.04    194.4±2.44µs        ? ?/sec
   arrow_array_reader/UInt16Array/binary packed, optional, no NULLs                                           1.01    130.7±0.84µs        ? ?/sec    1.00    130.0±0.72µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     40.8±0.21µs        ? ?/sec    1.04     42.6±0.25µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, half NULLs                             1.00    142.0±3.46µs        ? ?/sec    1.05    149.7±4.00µs        ? ?/sec
   arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, no NULLs                               1.00     45.3±0.34µs        ? ?/sec    1.03     46.6±0.28µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, mandatory, no NULLs                                     1.08    109.4±0.53µs        ? ?/sec    1.00    101.3±0.50µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, optional, half NULLs                                    1.00    179.9±2.45µs        ? ?/sec    1.02    183.3±2.79µs        ? ?/sec
   arrow_array_reader/UInt16Array/dictionary encoded, optional, no NULLs                                      1.09    114.4±1.09µs        ? ?/sec    1.00    105.3±0.79µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, mandatory, no NULLs                                          1.00     36.8±0.20µs        ? ?/sec    1.00     36.7±0.13µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, optional, half NULLs                                         1.00    140.4±0.84µs        ? ?/sec    1.05    147.0±2.24µs        ? ?/sec
   arrow_array_reader/UInt16Array/plain encoded, optional, no NULLs                                           1.00     41.2±0.29µs        ? ?/sec    1.00     41.1±0.18µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, mandatory, no NULLs                                     1.00     82.1±0.56µs        ? ?/sec    1.00     81.9±0.54µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, optional, half NULLs                                    1.00    101.9±0.83µs        ? ?/sec    1.04    106.3±0.81µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed skip, optional, no NULLs                                      1.00     84.8±0.94µs        ? ?/sec    1.00     84.8±1.14µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, mandatory, no NULLs                                          1.00    106.7±1.34µs        ? ?/sec    1.00    106.9±5.81µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, optional, half NULLs                                         1.00    167.6±1.12µs        ? ?/sec    1.04    174.4±0.79µs        ? ?/sec
   arrow_array_reader/UInt32Array/binary packed, optional, no NULLs                                           1.01    111.2±1.62µs        ? ?/sec    1.00    110.5±2.35µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     21.9±0.42µs        ? ?/sec    1.02     22.3±0.40µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, half NULLs                             1.00    123.9±5.81µs        ? ?/sec    1.06    131.7±3.97µs        ? ?/sec
   arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, no NULLs                               1.00     26.2±0.51µs        ? ?/sec    1.02     26.6±0.35µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, mandatory, no NULLs                                     1.11     91.5±0.47µs        ? ?/sec    1.00     82.4±1.09µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, optional, half NULLs                                    1.00    162.3±2.09µs        ? ?/sec    1.01    164.4±1.25µs        ? ?/sec
   arrow_array_reader/UInt32Array/dictionary encoded, optional, no NULLs                                      1.11     96.4±2.07µs        ? ?/sec    1.00     87.0±0.89µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, mandatory, no NULLs                                          1.03     19.3±1.13µs        ? ?/sec    1.00     18.7±0.73µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, optional, half NULLs                                         1.00    122.5±4.56µs        ? ?/sec    1.04    127.9±1.23µs        ? ?/sec
   arrow_array_reader/UInt32Array/plain encoded, optional, no NULLs                                           1.05     23.9±1.32µs        ? ?/sec    1.00     22.7±0.56µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, mandatory, no NULLs                                     1.00     79.8±0.32µs        ? ?/sec    1.01     80.4±1.03µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, optional, half NULLs                                    1.00     90.3±0.75µs        ? ?/sec    1.18    106.7±0.66µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed skip, optional, no NULLs                                      1.00     82.5±1.44µs        ? ?/sec    1.00     82.6±0.67µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, mandatory, no NULLs                                          1.00    107.3±0.99µs        ? ?/sec    1.00    107.3±0.70µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, optional, half NULLs                                         1.00    149.0±1.45µs        ? ?/sec    1.18    175.8±1.20µs        ? ?/sec
   arrow_array_reader/UInt64Array/binary packed, optional, no NULLs                                           1.01    111.6±1.87µs        ? ?/sec    1.00    110.5±0.63µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, mandatory, no NULLs                              1.00    146.2±0.76µs        ? ?/sec    1.00    146.0±0.56µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, half NULLs                             1.00    168.7±1.66µs        ? ?/sec    1.19    201.1±3.74µs        ? ?/sec
   arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, no NULLs                               1.01    152.2±2.70µs        ? ?/sec    1.00    150.6±0.95µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, mandatory, no NULLs                                     1.00     87.0±1.77µs        ? ?/sec    1.11     96.9±0.91µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, optional, half NULLs                                    1.00    134.6±1.40µs        ? ?/sec    1.28    172.0±2.28µs        ? ?/sec
   arrow_array_reader/UInt64Array/dictionary encoded, optional, no NULLs                                      1.00     92.4±3.10µs        ? ?/sec    1.10    101.3±0.73µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, mandatory, no NULLs                                          1.00     38.8±0.92µs        ? ?/sec    1.08     41.7±3.24µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, optional, half NULLs                                         1.00    112.3±1.67µs        ? ?/sec    1.28    143.3±0.71µs        ? ?/sec
   arrow_array_reader/UInt64Array/plain encoded, optional, no NULLs                                           1.00     46.5±0.89µs        ? ?/sec    1.09     50.8±3.42µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, mandatory, no NULLs                                      1.00     87.9±2.14µs        ? ?/sec    1.00     87.4±0.27µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, optional, half NULLs                                     1.00    107.0±4.69µs        ? ?/sec    1.04    111.1±0.44µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed skip, optional, no NULLs                                       1.00     90.1±1.03µs        ? ?/sec    1.00     90.1±0.41µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, mandatory, no NULLs                                           1.01    117.6±1.57µs        ? ?/sec    1.00    117.0±1.13µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, optional, half NULLs                                          1.00    176.9±2.52µs        ? ?/sec    1.05    185.2±2.84µs        ? ?/sec
   arrow_array_reader/UInt8Array/binary packed, optional, no NULLs                                            1.00    121.8±2.05µs        ? ?/sec    1.00    121.6±1.50µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     34.5±0.16µs        ? ?/sec    1.01     34.7±0.13µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, half NULLs                              1.00    133.5±0.63µs        ? ?/sec    1.06    141.8±1.51µs        ? ?/sec
   arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, no NULLs                                1.00     38.9±0.60µs        ? ?/sec    1.00     39.0±2.01µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, mandatory, no NULLs                                      1.09    101.9±1.61µs        ? ?/sec    1.00     93.4±0.74µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, optional, half NULLs                                     1.00    172.1±1.02µs        ? ?/sec    1.02    176.2±1.77µs        ? ?/sec
   arrow_array_reader/UInt8Array/dictionary encoded, optional, no NULLs                                       1.09    106.9±1.16µs        ? ?/sec    1.00     97.8±0.76µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, mandatory, no NULLs                                           1.00     28.8±0.25µs        ? ?/sec    1.00     28.7±0.09µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, optional, half NULLs                                          1.00    133.4±2.31µs        ? ?/sec    1.04    138.8±0.79µs        ? ?/sec
   arrow_array_reader/UInt8Array/plain encoded, optional, no NULLs                                            1.00     33.4±0.13µs        ? ?/sec    1.00     33.4±0.20µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, mandatory struct, optional data, half NULLs            1.00    123.7±3.29µs        ? ?/sec    1.04    128.6±1.74µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, mandatory struct, optional data, no NULLs              1.02     23.5±1.02µs        ? ?/sec    1.00     23.1±0.64µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, optional struct, optional data, half NULLs             1.00    242.1±1.11µs        ? ?/sec    1.06    256.2±3.23µs        ? ?/sec
   arrow_array_reader/struct/Int32Array/plain encoded, optional struct, optional data, no NULLs               1.00    120.0±3.00µs        ? ?/sec    1.02    122.8±2.14µs        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808819136

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group            main                                   optimize_unaligned_bitchunk_iterator
   -----            ----                                   ------------------------------------
   and              1.00    208.1±2.44ns        ? ?/sec    1.00    208.9±0.97ns        ? ?/sec
   and_sliced_1     1.00   1097.6±9.44ns        ? ?/sec    1.25  1373.7±15.78ns        ? ?/sec
   and_sliced_24    1.00    247.4±6.83ns        ? ?/sec    1.29    320.2±5.97ns        ? ?/sec
   not              1.00    145.2±2.91ns        ? ?/sec    1.35    195.5±0.98ns        ? ?/sec
   not_slice_24     1.00    193.2±3.45ns        ? ?/sec    1.29    248.5±1.36ns        ? ?/sec
   not_sliced_1     2.49   619.8±12.16ns        ? ?/sec    1.00    248.6±3.73ns        ? ?/sec
   or               1.01    197.2±1.35ns        ? ?/sec    1.00    196.1±0.69ns        ? ?/sec
   or_sliced_1      1.00   1095.3±5.53ns        ? ?/sec    1.19  1305.7±15.79ns        ? ?/sec
   or_sliced_24     1.00    247.9±1.86ns        ? ?/sec    1.55    384.5±1.52ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize `UnalignedBitChunk` [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3808819251

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (af1cdf235bbf4e94e4b8eae21d18bd9fab1c21ae) to bd76edd0f947330bde5b458b32f513f74bdbb1a6 [diff](https://github.com/apache/arrow-rs/compare/bd76edd0f947330bde5b458b32f513f74bdbb1a6..af1cdf235bbf4e94e4b8eae21d18bd9fab1c21ae)
   BENCH_NAME=filter_kernels
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench filter_kernels 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on code in PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#discussion_r2737766556


##########
arrow-buffer/src/util/bit_chunk_iterator.rs:
##########
@@ -158,23 +158,190 @@ impl<'a> UnalignedBitChunk<'a> {
 
     /// Returns an iterator over the chunks
     pub fn iter(&self) -> UnalignedBitChunkIterator<'a> {
-        self.prefix
-            .into_iter()
-            .chain(self.chunks.iter().cloned())
-            .chain(self.suffix)
+        UnalignedBitChunkIterator {
+            prefix: self.prefix,
+            chunks: self.chunks,
+            suffix: self.suffix,
+        }
+    }
+
+    /// Returns a zipped iterator over two [`UnalignedBitChunk`]
+    #[inline]
+    pub fn zip(&self, other: &UnalignedBitChunk<'a>) -> UnalignedBitChunkZipIterator<'a> {
+        UnalignedBitChunkZipIterator {
+            left: self.iter(),
+            right: other.iter(),
+        }
     }
 
     /// Counts the number of ones
     pub fn count_ones(&self) -> usize {
-        self.iter().map(|x| x.count_ones() as usize).sum()
+        let prefix_count = self.prefix.map(|x| x.count_ones() as usize).unwrap_or(0);
+        let chunks_count: usize = self.chunks.iter().map(|&x| x.count_ones() as usize).sum();
+        let suffix_count = self.suffix.map(|x| x.count_ones() as usize).unwrap_or(0);
+        prefix_count + chunks_count + suffix_count
+    }
+}
+
+/// An iterator over the chunks of an [`UnalignedBitChunk`]
+#[derive(Debug, Clone)]
+pub struct UnalignedBitChunkIterator<'a> {
+    prefix: Option<u64>,
+    chunks: &'a [u64],
+    suffix: Option<u64>,
+}
+
+impl<'a> Iterator for UnalignedBitChunkIterator<'a> {
+    type Item = u64;
+
+    #[inline]
+    fn next(&mut self) -> Option<Self::Item> {
+        if let Some(prefix) = self.prefix.take() {
+            return Some(prefix);
+        }
+        if let Some((&first, rest)) = self.chunks.split_first() {
+            self.chunks = rest;
+            return Some(first);
+        }
+        self.suffix.take()
+    }
+
+    #[inline]
+    fn size_hint(&self) -> (usize, Option<usize>) {
+        let len = self.len();
+        (len, Some(len))
+    }
+
+    #[inline]
+    fn fold<B, F>(mut self, init: B, mut f: F) -> B
+    where
+        F: FnMut(B, Self::Item) -> B,
+    {
+        let mut acc = init;
+        if let Some(prefix) = self.prefix.take() {
+            acc = f(acc, prefix);
+        }
+        for &chunk in self.chunks {
+            acc = f(acc, chunk);
+        }
+        self.chunks = &[];
+        if let Some(suffix) = self.suffix.take() {
+            acc = f(acc, suffix);
+        }
+        acc
+    }
+}
+
+impl<'a> UnalignedBitChunkIterator<'a> {
+    /// Returns a zipped iterator over two [`UnalignedBitChunkIterator`]
+    #[inline]
+    pub fn zip(self, other: UnalignedBitChunkIterator<'a>) -> UnalignedBitChunkZipIterator<'a> {
+        UnalignedBitChunkZipIterator {
+            left: self,
+            right: other,
+        }
+    }
+}
+
+impl ExactSizeIterator for UnalignedBitChunkIterator<'_> {
+    #[inline]
+    fn len(&self) -> usize {
+        self.prefix.is_some() as usize + self.chunks.len() + self.suffix.is_some() as usize
+    }
+}
+
+impl std::iter::FusedIterator for UnalignedBitChunkIterator<'_> {}
+
+impl<'a> DoubleEndedIterator for UnalignedBitChunkIterator<'a> {
+    #[inline]
+    fn next_back(&mut self) -> Option<Self::Item> {
+        if let Some(suffix) = self.suffix.take() {
+            return Some(suffix);
+        }
+        if let Some((&last, rest)) = self.chunks.split_last() {
+            self.chunks = rest;
+            return Some(last);
+        }
+        self.prefix.take()
+    }
+}
+
+/// An iterator over zipped [`UnalignedBitChunk`]
+#[derive(Debug)]
+pub struct UnalignedBitChunkZipIterator<'a> {
+    left: UnalignedBitChunkIterator<'a>,
+    right: UnalignedBitChunkIterator<'a>,
+}
+
+impl<'a> Iterator for UnalignedBitChunkZipIterator<'a> {
+    type Item = (u64, u64);
+
+    #[inline]
+    fn next(&mut self) -> Option<Self::Item> {
+        Some((self.left.next()?, self.right.next()?))
+    }
+
+    #[inline]
+    fn size_hint(&self) -> (usize, Option<usize>) {
+        self.left.size_hint()
+    }
+
+    #[inline]
+    fn fold<B, F>(mut self, init: B, mut f: F) -> B

Review Comment:
   The idea here is to implement an improved `fold` implementation so `from_trusted_len_iter` is fast (I used AI assistance to come up with the implementation, but it seems to look jormal)



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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893679812

   🤖 `./gh_compare_arrow.sh` [gh_compare_arrow.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_arrow.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing optimize_unaligned_bitchunk_iterator (d20ef3573d7205f053b9cbb79c1b63c8c7dcd570) to d6168e526aae79d6fbafe8c11062b5f834021052 [diff](https://github.com/apache/arrow-rs/compare/d6168e526aae79d6fbafe8c11062b5f834021052..d20ef3573d7205f053b9cbb79c1b63c8c7dcd570)
   BENCH_NAME=arrow_reader_clickbench
   BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental,object_store --bench arrow_reader_clickbench 
   BENCH_FILTER=
   BENCH_BRANCH_NAME=optimize_unaligned_bitchunk_iterator
   Results will be posted here when complete
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3894309311

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                                main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                                ----                                   ------------------------------------
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.001                               1.01    259.4±2.34ms        ? ?/sec    1.00    256.1±2.20ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.01                                1.00      8.0±0.04ms        ? ?/sec    1.00      8.0±0.10ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.1                                 1.00      3.8±0.05ms        ? ?/sec    1.02      3.9±0.09ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0, selectivity: 0.8                                 1.01      3.4±0.02ms        ? ?/sec    1.00      3.4±0.02ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.001                             1.31    314.4±2.63ms        ? ?/sec    1.00    239.6±2.51ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.01                              1.02      8.9±0.09ms        ? ?/sec    1.00      8.7±0.32ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.1                               1.05      4.4±0.12ms        ? ?/sec    1.00      4.2±0.11ms        ? ?/sec
   filter: mixed_dict, 8192, nulls: 0.1, selectivity: 0.8                               1.03      4.6±0.03ms        ? ?/sec    1.00      4.5±0.04ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.001                               1.01     56.2±0.50ms        ? ?/sec    1.00     55.8±1.02ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.01                                1.00     10.9±0.06ms        ? ?/sec    1.00     10.9±0.11ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.1                                 1.00      9.0±0.33ms        ? ?/sec    1.01      9.1±0.29ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0, selectivity: 0.8                                 1.00      8.4±0.29ms        ? ?/sec    1.24     10.4±0.24ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.001                             1.01     65.6±2.14ms        ? ?/sec    1.00     65.2±1.49ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.01                              1.03     12.1±0.15ms        ? ?/sec    1.00     11.8±0.09ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.1                               1.03      9.4±0.37ms        ? ?/sec    1.00      9.2±0.28ms        ? ?/sec
   filter: mixed_utf8, 8192, nulls: 0.1, selectivity: 0.8                               1.03     10.0±0.39ms        ? ?/sec    1.00      9.7±0.20ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.001      1.02     44.6±0.71ms        ? ?/sec    1.00     43.7±0.50ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.01       1.04      5.4±0.03ms        ? ?/sec    1.00      5.2±0.03ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.1        1.00      4.0±0.06ms        ? ?/sec    1.02      4.1±0.26ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0, selectivity: 0.8        1.05      2.8±0.03ms        ? ?/sec    1.00      2.7±0.02ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.001    1.01     54.7±0.40ms        ? ?/sec    1.00     54.1±0.24ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.01     1.06      7.4±0.19ms        ? ?/sec    1.00      7.0±0.04ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.1      1.05      5.1±0.26ms        ? ?/sec    1.00      4.8±0.14ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=128), 8192, nulls: 0.1, selectivity: 0.8      1.07      3.7±0.07ms        ? ?/sec    1.00      3.5±0.01ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.001       1.02     39.9±0.28ms        ? ?/sec    1.00     39.1±0.19ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.01        1.07      4.2±0.02ms        ? ?/sec    1.00      3.9±0.03ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.1         1.02      2.0±0.08ms        ? ?/sec    1.00  1964.8±133.06µs        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0, selectivity: 0.8         1.10   1313.3±5.94µs        ? ?/sec    1.00   1193.0±9.44µs        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.001     1.00     49.0±0.44ms        ? ?/sec    1.00     48.8±0.26ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.01      1.06      6.4±0.03ms        ? ?/sec    1.00      6.0±0.03ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.1       1.13      3.5±0.18ms        ? ?/sec    1.00      3.1±0.07ms        ? ?/sec
   filter: mixed_utf8view (max_string_len=20), 8192, nulls: 0.1, selectivity: 0.8       1.06      3.7±0.02ms        ? ?/sec    1.00      3.5±0.01ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.001                                1.00     88.6±0.72ms        ? ?/sec    1.00     88.2±0.74ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.01                                 1.08      8.3±0.03ms        ? ?/sec    1.00      7.7±0.05ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.1                                  1.04      3.1±0.07ms        ? ?/sec    1.00      3.0±0.24ms        ? ?/sec
   filter: primitive, 8192, nulls: 0, selectivity: 0.8                                  1.12      2.8±0.02ms        ? ?/sec    1.00      2.5±0.01ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.001                              1.00    116.5±0.57ms        ? ?/sec    1.00    116.8±1.06ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.01                               1.07     13.9±0.05ms        ? ?/sec    1.00     13.0±0.07ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.1                                1.09      6.4±0.29ms        ? ?/sec    1.00      5.8±0.29ms        ? ?/sec
   filter: primitive, 8192, nulls: 0.1, selectivity: 0.8                                1.06      8.7±0.03ms        ? ?/sec    1.00      8.2±0.06ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.001                          1.13     63.7±0.46ms        ? ?/sec    1.00     56.6±0.18ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.01                           1.16      7.3±0.04ms        ? ?/sec    1.00      6.3±0.02ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.1                            1.02      3.7±0.12ms        ? ?/sec    1.00      3.6±0.25ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0, selectivity: 0.8                            1.17   1287.3±7.92µs        ? ?/sec    1.00   1099.0±5.60µs        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.001                        1.17     87.2±2.24ms        ? ?/sec    1.00     74.8±1.12ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.01                         1.18     11.1±0.04ms        ? ?/sec    1.00      9.4±0.04ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.1                          1.14      5.2±0.10ms        ? ?/sec    1.00      4.5±0.06ms        ? ?/sec
   filter: single_utf8view, 8192, nulls: 0.1, selectivity: 0.8                          1.14      3.8±0.07ms        ? ?/sec    1.00      3.3±0.01ms        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Optimize boolean operations [arrow-rs]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #9284:
URL: https://github.com/apache/arrow-rs/pull/9284#issuecomment-3893494754

   🤖: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   group                                                                         main                                   optimize_unaligned_bitchunk_iterator
   -----                                                                         ----                                   ------------------------------------
   filter context decimal128 (kept 1/2)                                          1.00     43.2±5.03µs        ? ?/sec    1.16     50.1±7.44µs        ? ?/sec
   filter context decimal128 high selectivity (kept 1023/1024)                   1.00     49.8±1.80µs        ? ?/sec    1.01     50.3±1.93µs        ? ?/sec
   filter context decimal128 low selectivity (kept 1/1024)                       1.01    233.8±2.12ns        ? ?/sec    1.00    230.4±1.37ns        ? ?/sec
   filter context f32 (kept 1/2)                                                 1.12     87.6±0.77µs        ? ?/sec    1.00     77.9±0.26µs        ? ?/sec
   filter context f32 high selectivity (kept 1023/1024)                          1.01     10.0±0.38µs        ? ?/sec    1.00      9.9±0.29µs        ? ?/sec
   filter context f32 low selectivity (kept 1/1024)                              1.00    423.8±1.47ns        ? ?/sec    1.00    423.6±5.31ns        ? ?/sec
   filter context fsb with value length 20 (kept 1/2)                            1.16     70.6±0.52µs        ? ?/sec    1.00     60.6±0.46µs        ? ?/sec
   filter context fsb with value length 20 high selectivity (kept 1023/1024)     1.17     70.6±0.70µs        ? ?/sec    1.00     60.6±0.43µs        ? ?/sec
   filter context fsb with value length 20 low selectivity (kept 1/1024)         1.17     70.6±0.30µs        ? ?/sec    1.00     60.6±0.25µs        ? ?/sec
   filter context fsb with value length 5 (kept 1/2)                             1.17     70.6±0.14µs        ? ?/sec    1.00     60.6±0.32µs        ? ?/sec
   filter context fsb with value length 5 high selectivity (kept 1023/1024)      1.17     70.9±1.89µs        ? ?/sec    1.00     60.6±0.38µs        ? ?/sec
   filter context fsb with value length 5 low selectivity (kept 1/1024)          1.17     70.8±0.61µs        ? ?/sec    1.00     60.8±2.24µs        ? ?/sec
   filter context fsb with value length 50 (kept 1/2)                            1.16     70.6±0.23µs        ? ?/sec    1.00     60.6±0.16µs        ? ?/sec
   filter context fsb with value length 50 high selectivity (kept 1023/1024)     1.16     70.6±0.39µs        ? ?/sec    1.00     61.1±2.32µs        ? ?/sec
   filter context fsb with value length 50 low selectivity (kept 1/1024)         1.16     70.6±0.62µs        ? ?/sec    1.00     60.9±1.37µs        ? ?/sec
   filter context i32 (kept 1/2)                                                 1.00     16.5±0.10µs        ? ?/sec    1.00     16.5±0.08µs        ? ?/sec
   filter context i32 high selectivity (kept 1023/1024)                          1.00      6.3±0.37µs        ? ?/sec    1.03      6.5±0.34µs        ? ?/sec
   filter context i32 low selectivity (kept 1/1024)                              1.00    220.5±3.50ns        ? ?/sec    1.01    222.7±2.28ns        ? ?/sec
   filter context i32 w NULLs (kept 1/2)                                         1.14     88.2±0.80µs        ? ?/sec    1.00     77.5±0.41µs        ? ?/sec
   filter context i32 w NULLs high selectivity (kept 1023/1024)                  1.00     10.0±0.38µs        ? ?/sec    1.02     10.2±0.24µs        ? ?/sec
   filter context i32 w NULLs low selectivity (kept 1/1024)                      1.00    424.6±2.15ns        ? ?/sec    1.00    423.8±2.80ns        ? ?/sec
   filter context mixed string view (kept 1/2)                                   1.03    117.7±6.58µs        ? ?/sec    1.00    114.6±6.53µs        ? ?/sec
   filter context mixed string view high selectivity (kept 1023/1024)            1.00     54.9±1.67µs        ? ?/sec    1.00     55.1±1.72µs        ? ?/sec
   filter context mixed string view low selectivity (kept 1/1024)                1.00    603.8±1.43ns        ? ?/sec    1.01   607.8±12.66ns        ? ?/sec
   filter context short string view (kept 1/2)                                   1.15    120.9±6.82µs        ? ?/sec    1.00    104.7±3.78µs        ? ?/sec
   filter context short string view high selectivity (kept 1023/1024)            1.01     56.6±1.58µs        ? ?/sec    1.00     55.9±2.62µs        ? ?/sec
   filter context short string view low selectivity (kept 1/1024)                1.01   476.9±13.09ns        ? ?/sec    1.00    472.9±1.48ns        ? ?/sec
   filter context string (kept 1/2)                                              1.03   594.9±24.00µs        ? ?/sec    1.00   577.2±17.96µs        ? ?/sec
   filter context string dictionary (kept 1/2)                                   1.00     16.9±0.04µs        ? ?/sec    1.00     17.0±0.13µs        ? ?/sec
   filter context string dictionary high selectivity (kept 1023/1024)            1.00      6.7±0.21µs        ? ?/sec    1.05      7.0±0.28µs        ? ?/sec
   filter context string dictionary low selectivity (kept 1/1024)                1.00   639.8±21.71ns        ? ?/sec    1.00    640.4±4.38ns        ? ?/sec
   filter context string dictionary w NULLs (kept 1/2)                           1.13     88.0±0.50µs        ? ?/sec    1.00     78.1±0.56µs        ? ?/sec
   filter context string dictionary w NULLs high selectivity (kept 1023/1024)    1.06     11.1±0.32µs        ? ?/sec    1.00     10.5±0.31µs        ? ?/sec
   filter context string dictionary w NULLs low selectivity (kept 1/1024)        1.01    861.8±3.45ns        ? ?/sec    1.00   852.9±17.43ns        ? ?/sec
   filter context string high selectivity (kept 1023/1024)                       1.00   697.1±20.84µs        ? ?/sec    1.00   694.9±17.63µs        ? ?/sec
   filter context string low selectivity (kept 1/1024)                           1.18   1035.9±5.34ns        ? ?/sec    1.00    875.0±7.36ns        ? ?/sec
   filter context u8 (kept 1/2)                                                  1.00     15.0±0.09µs        ? ?/sec    1.00     14.9±0.08µs        ? ?/sec
   filter context u8 high selectivity (kept 1023/1024)                           1.00  1797.9±12.52ns        ? ?/sec    1.02   1838.5±8.60ns        ? ?/sec
   filter context u8 low selectivity (kept 1/1024)                               1.00    213.9±1.43ns        ? ?/sec    1.02    218.6±2.61ns        ? ?/sec
   filter context u8 w NULLs (kept 1/2)                                          1.14     86.0±0.57µs        ? ?/sec    1.00     75.8±0.17µs        ? ?/sec
   filter context u8 w NULLs high selectivity (kept 1023/1024)                   1.00      5.3±0.08µs        ? ?/sec    1.02      5.4±0.03µs        ? ?/sec
   filter context u8 w NULLs low selectivity (kept 1/1024)                       1.01    422.9±7.59ns        ? ?/sec    1.00    419.3±2.93ns        ? ?/sec
   filter decimal128 (kept 1/2)                                                  1.01     46.9±3.43µs        ? ?/sec    1.00     46.6±5.62µs        ? ?/sec
   filter decimal128 high selectivity (kept 1023/1024)                           1.06     55.2±2.01µs        ? ?/sec    1.00     52.3±1.70µs        ? ?/sec
   filter decimal128 low selectivity (kept 1/1024)                               1.71      3.1±0.05µs        ? ?/sec    1.00  1821.8±28.59ns        ? ?/sec
   filter f32 (kept 1/2)                                                         1.08    141.5±1.19µs        ? ?/sec    1.00    131.1±0.64µs        ? ?/sec
   filter fsb with value length 20 (kept 1/2)                                    1.18    138.3±3.03µs        ? ?/sec    1.00    116.9±1.18µs        ? ?/sec
   filter fsb with value length 20 high selectivity (kept 1023/1024)             1.04     73.4±2.93µs        ? ?/sec    1.00     70.6±3.65µs        ? ?/sec
   filter fsb with value length 20 low selectivity (kept 1/1024)                 1.56      3.4±0.03µs        ? ?/sec    1.00      2.2±0.03µs        ? ?/sec
   filter fsb with value length 5 (kept 1/2)                                     1.16    142.8±0.25µs        ? ?/sec    1.00    123.0±1.04µs        ? ?/sec
   filter fsb with value length 5 high selectivity (kept 1023/1024)              1.10     11.0±0.54µs        ? ?/sec    1.00     10.0±0.48µs        ? ?/sec
   filter fsb with value length 5 low selectivity (kept 1/1024)                  1.64      3.4±0.01µs        ? ?/sec    1.00      2.1±0.08µs        ? ?/sec
   filter fsb with value length 50 (kept 1/2)                                    1.04   176.4±13.80µs        ? ?/sec    1.00   169.5±14.66µs        ? ?/sec
   filter fsb with value length 50 high selectivity (kept 1023/1024)             1.07    229.8±7.39µs        ? ?/sec    1.00    215.6±9.99µs        ? ?/sec
   filter fsb with value length 50 low selectivity (kept 1/1024)                 1.62      3.4±0.01µs        ? ?/sec    1.00      2.1±0.00µs        ? ?/sec
   filter i32 (kept 1/2)                                                         1.23     36.5±0.08µs        ? ?/sec    1.00     29.7±0.73µs        ? ?/sec
   filter i32 high selectivity (kept 1023/1024)                                  1.16      8.7±0.36µs        ? ?/sec    1.00      7.5±0.23µs        ? ?/sec
   filter i32 low selectivity (kept 1/1024)                                      1.34      2.3±0.00µs        ? ?/sec    1.00  1751.5±20.57ns        ? ?/sec
   filter optimize (kept 1/2)                                                    1.29     37.1±0.06µs        ? ?/sec    1.00     28.7±0.04µs        ? ?/sec
   filter optimize high selectivity (kept 1023/1024)                             1.72      3.0±0.01µs        ? ?/sec    1.00  1750.9±10.71ns        ? ?/sec
   filter optimize low selectivity (kept 1/1024)                                 1.00  1844.7±61.02ns        ? ?/sec    1.04   1909.4±6.33ns        ? ?/sec
   filter run array (kept 1/2)                                                   1.00   381.3±16.14µs        ? ?/sec    1.20    456.6±2.42µs        ? ?/sec
   filter run array high selectivity (kept 1023/1024)                            1.00   397.3±15.80µs        ? ?/sec    1.25    495.2±4.02µs        ? ?/sec
   filter run array low selectivity (kept 1/1024)                                1.00    284.5±2.04µs        ? ?/sec    1.34    381.3±4.94µs        ? ?/sec
   filter single record batch                                                    1.35     39.0±0.19µs        ? ?/sec    1.00     29.0±0.48µs        ? ?/sec
   filter u8 (kept 1/2)                                                          1.46     44.6±0.05µs        ? ?/sec    1.00     30.6±1.96µs        ? ?/sec
   filter u8 high selectivity (kept 1023/1024)                                   1.40      4.0±0.12µs        ? ?/sec    1.00      2.8±0.02µs        ? ?/sec
   filter u8 low selectivity (kept 1/1024)                                       1.91      3.2±0.01µs        ? ?/sec    1.00  1699.2±29.29ns        ? ?/sec
   ```
   
   
   </p>
   </details>
   
   


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