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@alamb alamb commented Nov 21, 2025

Which issue does this PR close?

TODOs

Rationale for this change

Make the parquet predicate evaluation faster by not converting back/forth between BooleanArray and RowSelection as much

What changes are included in this PR?

  1. Change RowSelection to have two possible backings
  2. Add a BooleanArray backed implementation, based on @XiangpengHao 's code from [Parquet] Add BooleanArray based row selection #6624

Are these changes tested?

TBD

Are there any user-facing changes?

Internal notes for myself

  • Get it compiling, not actually routing through BooleanSelection
  • Start routing through BooleanSelection
  • Test / verify performance in benchmarks
  • Test / verify performance in DataFusion

/// Optimized version of `boolean_buffer_and_then` using BMI2 PDEP instructions.
/// This function performs the same operation but uses bit manipulation instructions
/// for better performance on supported x86_64 CPUs.
pub fn boolean_buffer_and_then(left: &BooleanBuffer, right: &BooleanBuffer) -> BooleanBuffer {
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@alamb alamb force-pushed the alamb/sketch_boolean_selection branch from 826e01f to e4b2283 Compare December 1, 2025 18:48
Comment on lines 37 to 38
let mut buffer = MutableBuffer::from_len_zeroed(left.values().len());
buffer.copy_from_slice(left.values());
let mut builder = BooleanBufferBuilder::new_from_buffer(buffer, left.len());
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Note that you have a bug here and also copy more data than needed.

BooleanBuffer have an offset to start from the values and here you:

  1. add more data than needed by creating a buffer with everything
  2. the left set_indices here need to be offseted by the left.offset() in order to set the correct bit (you should fix to not copy unneeded values and then you can keep this)

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This was a really good call. When I was porting over the tests they caught exactly this problem

I actually found we could do the same thing, but probably faster via

    let mut builder = BooleanBufferBuilder::new(left.len());
    builder.append_buffer(&left);

Which then calls BooleanBufferBuilder::append_packed_range

(conveniently I know someone who just optimized that function 😆 )


if left.len() == right.len() {
debug_assert_eq!(left.count_set_bits(), left.len());
return right.clone();
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don't you need to do & here?

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I think in this case left is always (and asserted) to be all 1s so no AND is necessary

Comment on lines +43 to +50
for bit_idx in left.set_indices() {
let predicate = other_bits
.next()
.expect("Mismatch in set bits between self and other");
if !predicate {
builder.set_bit(bit_idx, false);
}
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maybe a faster approach would be to use set slices and then use AND with right starting from the last location

@alamb alamb force-pushed the alamb/sketch_boolean_selection branch 4 times, most recently from f767c2e to 4e01ca4 Compare December 5, 2025 22:13
@alamb alamb force-pushed the alamb/sketch_boolean_selection branch from d312a8c to 8d9b155 Compare December 12, 2025 13:51
@github-actions github-actions bot added the arrow Changes to the arrow crate label Dec 12, 2025
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alamb commented Dec 12, 2025

run benchmark arrow_reader_clickbench

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🤖 ./gh_compare_arrow.sh 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 alamb/sketch_boolean_selection (bb5661f) to 08dcc0b diff
BENCH_NAME=arrow_reader
BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental --bench arrow_reader
BENCH_FILTER=
BENCH_BRANCH_NAME=alamb_sketch_boolean_selection
Results will be posted here when complete

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alamb commented Dec 12, 2025

show benchmark queue

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🤖 Hi @alamb, you asked to view the benchmark queue (#8902 (comment)).

Job User Benchmarks Comment
arrow-8902-3647141874.sh alamb arrow_reader arrow_reader_clickbench arrow_reader_row_filter https://github.com/apache/arrow-rs/pull/8902#issuecomment-3647141874
arrow-8902-3647202154.sh alamb arrow_reader_clickbench https://github.com/apache/arrow-rs/pull/8902#issuecomment-3647202154

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🤖 ./gh_compare_arrow.sh 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 alamb/sketch_boolean_selection (b268603) to 08dcc0b diff
BENCH_NAME=arrow_reader_clickbench
BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental --bench arrow_reader_clickbench
BENCH_FILTER=
BENCH_BRANCH_NAME=alamb_sketch_boolean_selection
Results will be posted here when complete

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🤖: Benchmark completed

Details

group                                alamb_sketch_boolean_selection         main
-----                                ------------------------------         ----
arrow_reader_clickbench/async/Q1     1.01      2.4±0.03ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
arrow_reader_clickbench/async/Q10    1.05     14.3±0.35ms        ? ?/sec    1.00     13.7±0.31ms        ? ?/sec
arrow_reader_clickbench/async/Q11    1.06     16.2±0.33ms        ? ?/sec    1.00     15.3±0.31ms        ? ?/sec
arrow_reader_clickbench/async/Q12    1.09     29.3±0.71ms        ? ?/sec    1.00     26.9±0.47ms        ? ?/sec
arrow_reader_clickbench/async/Q13    1.09     34.9±0.56ms        ? ?/sec    1.00     32.1±0.33ms        ? ?/sec
arrow_reader_clickbench/async/Q14    1.08     32.0±0.63ms        ? ?/sec    1.00     29.5±0.38ms        ? ?/sec
arrow_reader_clickbench/async/Q19    1.01      5.6±0.12ms        ? ?/sec    1.00      5.5±0.09ms        ? ?/sec
arrow_reader_clickbench/async/Q20    1.25    151.2±2.69ms        ? ?/sec    1.00    121.3±0.58ms        ? ?/sec
arrow_reader_clickbench/async/Q21    1.10    172.0±1.89ms        ? ?/sec    1.00    155.9±2.43ms        ? ?/sec
arrow_reader_clickbench/async/Q22    1.07   321.2±29.69ms        ? ?/sec    1.00   299.0±20.59ms        ? ?/sec
arrow_reader_clickbench/async/Q23    1.02    416.1±5.02ms        ? ?/sec    1.00    406.9±6.95ms        ? ?/sec
arrow_reader_clickbench/async/Q24    1.13     39.6±1.04ms        ? ?/sec    1.00     35.2±0.52ms        ? ?/sec
arrow_reader_clickbench/async/Q27    1.04    103.0±0.79ms        ? ?/sec    1.00     98.9±0.76ms        ? ?/sec
arrow_reader_clickbench/async/Q28    1.06    103.6±1.74ms        ? ?/sec    1.00     97.8±0.74ms        ? ?/sec
arrow_reader_clickbench/async/Q30    1.14     36.5±0.41ms        ? ?/sec    1.00     32.0±0.39ms        ? ?/sec
arrow_reader_clickbench/async/Q36    1.06    114.5±1.28ms        ? ?/sec    1.00    107.8±0.86ms        ? ?/sec
arrow_reader_clickbench/async/Q37    1.07     90.4±1.23ms        ? ?/sec    1.00     84.7±1.17ms        ? ?/sec
arrow_reader_clickbench/async/Q38    1.07     34.1±0.53ms        ? ?/sec    1.00     31.8±0.47ms        ? ?/sec
arrow_reader_clickbench/async/Q39    1.06     47.6±1.18ms        ? ?/sec    1.00     45.0±0.52ms        ? ?/sec
arrow_reader_clickbench/async/Q40    1.15     30.4±0.64ms        ? ?/sec    1.00     26.6±0.68ms        ? ?/sec
arrow_reader_clickbench/async/Q41    1.13     24.2±1.19ms        ? ?/sec    1.00     21.4±0.29ms        ? ?/sec
arrow_reader_clickbench/async/Q42    1.10     11.2±0.35ms        ? ?/sec    1.00     10.2±0.12ms        ? ?/sec
arrow_reader_clickbench/sync/Q1      1.21      2.6±0.05ms        ? ?/sec    1.00      2.2±0.03ms        ? ?/sec
arrow_reader_clickbench/sync/Q10     1.07     10.7±0.30ms        ? ?/sec    1.00     10.0±0.14ms        ? ?/sec
arrow_reader_clickbench/sync/Q11     1.04     12.3±0.24ms        ? ?/sec    1.00     11.9±0.18ms        ? ?/sec
arrow_reader_clickbench/sync/Q12     1.16     41.6±0.97ms        ? ?/sec    1.00     35.8±0.79ms        ? ?/sec
arrow_reader_clickbench/sync/Q13     1.02     51.6±0.86ms        ? ?/sec    1.00     50.8±1.67ms        ? ?/sec
arrow_reader_clickbench/sync/Q14     1.02     46.7±0.84ms        ? ?/sec    1.00     45.9±0.40ms        ? ?/sec
arrow_reader_clickbench/sync/Q19     1.24      5.7±0.07ms        ? ?/sec    1.00      4.6±0.08ms        ? ?/sec
arrow_reader_clickbench/sync/Q20     1.01    179.8±1.25ms        ? ?/sec    1.00    178.1±2.09ms        ? ?/sec
arrow_reader_clickbench/sync/Q21     1.00    237.8±2.82ms        ? ?/sec    1.01    241.1±4.91ms        ? ?/sec
arrow_reader_clickbench/sync/Q22     1.01    486.2±4.03ms        ? ?/sec    1.00    481.2±8.11ms        ? ?/sec
arrow_reader_clickbench/sync/Q23     1.01   446.1±15.24ms        ? ?/sec    1.00   443.6±13.63ms        ? ?/sec
arrow_reader_clickbench/sync/Q24     1.05     47.8±0.52ms        ? ?/sec    1.00     45.8±0.73ms        ? ?/sec
arrow_reader_clickbench/sync/Q27     1.02    156.8±1.45ms        ? ?/sec    1.00    153.4±1.28ms        ? ?/sec
arrow_reader_clickbench/sync/Q28     1.02    152.3±1.33ms        ? ?/sec    1.00    149.3±2.33ms        ? ?/sec
arrow_reader_clickbench/sync/Q30     1.03     33.9±0.39ms        ? ?/sec    1.00     32.8±0.44ms        ? ?/sec
arrow_reader_clickbench/sync/Q36     1.07    150.6±1.38ms        ? ?/sec    1.00    141.2±1.07ms        ? ?/sec
arrow_reader_clickbench/sync/Q37     1.10     85.6±1.10ms        ? ?/sec    1.00     77.5±0.64ms        ? ?/sec
arrow_reader_clickbench/sync/Q38     1.19     29.7±0.22ms        ? ?/sec    1.00     24.9±0.24ms        ? ?/sec
arrow_reader_clickbench/sync/Q39     1.11     35.4±0.39ms        ? ?/sec    1.00     31.9±0.35ms        ? ?/sec
arrow_reader_clickbench/sync/Q40     1.18     28.8±0.56ms        ? ?/sec    1.00     24.4±0.31ms        ? ?/sec
arrow_reader_clickbench/sync/Q41     1.25     24.6±0.55ms        ? ?/sec    1.00     19.7±0.49ms        ? ?/sec
arrow_reader_clickbench/sync/Q42     1.36     12.8±0.11ms        ? ?/sec    1.00      9.4±0.12ms        ? ?/sec

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alamb commented Dec 12, 2025

🤔 going the wrong direction

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alamb commented Dec 13, 2025

run benchmark arrow_reader_clickbench

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alamb commented Dec 13, 2025

run benchmark arrow_reader

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🤖 ./gh_compare_arrow.sh 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 alamb/sketch_boolean_selection (b268603) to 08dcc0b diff
BENCH_NAME=arrow_reader_clickbench
BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental --bench arrow_reader_clickbench
BENCH_FILTER=
BENCH_BRANCH_NAME=alamb_sketch_boolean_selection
Results will be posted here when complete

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🤖: Benchmark completed

Details

group                                alamb_sketch_boolean_selection         main
-----                                ------------------------------         ----
arrow_reader_clickbench/async/Q1     1.01      2.4±0.03ms        ? ?/sec    1.00      2.3±0.04ms        ? ?/sec
arrow_reader_clickbench/async/Q10    1.03     13.9±0.28ms        ? ?/sec    1.00     13.5±0.34ms        ? ?/sec
arrow_reader_clickbench/async/Q11    1.02     15.6±0.37ms        ? ?/sec    1.00     15.4±0.58ms        ? ?/sec
arrow_reader_clickbench/async/Q12    1.08     28.8±0.46ms        ? ?/sec    1.00     26.8±0.52ms        ? ?/sec
arrow_reader_clickbench/async/Q13    1.06     33.9±0.70ms        ? ?/sec    1.00     32.0±0.39ms        ? ?/sec
arrow_reader_clickbench/async/Q14    1.04     31.4±0.28ms        ? ?/sec    1.00     30.1±0.39ms        ? ?/sec
arrow_reader_clickbench/async/Q19    1.00      5.5±0.17ms        ? ?/sec    1.06      5.8±0.16ms        ? ?/sec
arrow_reader_clickbench/async/Q20    1.01    151.2±1.69ms        ? ?/sec    1.00    149.6±1.30ms        ? ?/sec
arrow_reader_clickbench/async/Q21    1.02    171.5±1.05ms        ? ?/sec    1.00    168.3±1.63ms        ? ?/sec
arrow_reader_clickbench/async/Q22    1.03    330.1±9.44ms        ? ?/sec    1.00   320.4±22.03ms        ? ?/sec
arrow_reader_clickbench/async/Q23    1.02    407.9±2.63ms        ? ?/sec    1.00    401.2±3.07ms        ? ?/sec
arrow_reader_clickbench/async/Q24    1.05     36.9±0.43ms        ? ?/sec    1.00     35.0±0.36ms        ? ?/sec
arrow_reader_clickbench/async/Q27    1.03    101.3±0.95ms        ? ?/sec    1.00     98.5±0.71ms        ? ?/sec
arrow_reader_clickbench/async/Q28    1.04    100.7±0.82ms        ? ?/sec    1.00     97.1±0.89ms        ? ?/sec
arrow_reader_clickbench/async/Q30    1.08     34.5±0.36ms        ? ?/sec    1.00     31.9±0.31ms        ? ?/sec
arrow_reader_clickbench/async/Q36    1.03    111.0±0.73ms        ? ?/sec    1.00    107.5±0.75ms        ? ?/sec
arrow_reader_clickbench/async/Q37    1.04     87.4±1.34ms        ? ?/sec    1.00     84.1±1.24ms        ? ?/sec
arrow_reader_clickbench/async/Q38    1.03     32.9±0.75ms        ? ?/sec    1.00     31.8±0.32ms        ? ?/sec
arrow_reader_clickbench/async/Q39    1.03     45.9±0.85ms        ? ?/sec    1.00     44.4±0.47ms        ? ?/sec
arrow_reader_clickbench/async/Q40    1.06     27.6±0.32ms        ? ?/sec    1.00     26.1±0.35ms        ? ?/sec
arrow_reader_clickbench/async/Q41    1.07     22.4±0.54ms        ? ?/sec    1.00     20.9±0.61ms        ? ?/sec
arrow_reader_clickbench/async/Q42    1.08     10.9±0.23ms        ? ?/sec    1.00     10.0±0.19ms        ? ?/sec
arrow_reader_clickbench/sync/Q1      1.22      2.6±0.04ms        ? ?/sec    1.00      2.1±0.01ms        ? ?/sec
arrow_reader_clickbench/sync/Q10     1.05     10.5±0.11ms        ? ?/sec    1.00     10.0±0.43ms        ? ?/sec
arrow_reader_clickbench/sync/Q11     1.07     12.2±0.20ms        ? ?/sec    1.00     11.4±0.13ms        ? ?/sec
arrow_reader_clickbench/sync/Q12     1.21     41.0±0.31ms        ? ?/sec    1.00     33.8±0.28ms        ? ?/sec
arrow_reader_clickbench/sync/Q13     1.09     51.2±0.87ms        ? ?/sec    1.00     46.7±1.37ms        ? ?/sec
arrow_reader_clickbench/sync/Q14     1.06     46.4±0.50ms        ? ?/sec    1.00     43.6±0.47ms        ? ?/sec
arrow_reader_clickbench/sync/Q19     1.30      5.6±0.03ms        ? ?/sec    1.00      4.3±0.07ms        ? ?/sec
arrow_reader_clickbench/sync/Q20     1.03    178.4±1.36ms        ? ?/sec    1.00    173.6±1.86ms        ? ?/sec
arrow_reader_clickbench/sync/Q21     1.02    235.9±2.68ms        ? ?/sec    1.00    230.2±2.61ms        ? ?/sec
arrow_reader_clickbench/sync/Q22     1.02    481.4±2.99ms        ? ?/sec    1.00    469.9±3.41ms        ? ?/sec
arrow_reader_clickbench/sync/Q23     1.03   440.0±15.00ms        ? ?/sec    1.00   429.0±14.53ms        ? ?/sec
arrow_reader_clickbench/sync/Q24     1.02     47.3±0.62ms        ? ?/sec    1.00     46.3±0.49ms        ? ?/sec
arrow_reader_clickbench/sync/Q27     1.03    155.5±0.82ms        ? ?/sec    1.00    150.7±1.61ms        ? ?/sec
arrow_reader_clickbench/sync/Q28     1.03    150.1±1.13ms        ? ?/sec    1.00    145.2±1.55ms        ? ?/sec
arrow_reader_clickbench/sync/Q30     1.04     33.2±0.43ms        ? ?/sec    1.00     31.9±0.65ms        ? ?/sec
arrow_reader_clickbench/sync/Q36     1.06    148.6±0.92ms        ? ?/sec    1.00    139.9±1.10ms        ? ?/sec
arrow_reader_clickbench/sync/Q37     1.09     84.2±0.64ms        ? ?/sec    1.00     77.2±1.15ms        ? ?/sec
arrow_reader_clickbench/sync/Q38     1.18     29.3±0.35ms        ? ?/sec    1.00     24.8±0.34ms        ? ?/sec
arrow_reader_clickbench/sync/Q39     1.09     34.7±0.30ms        ? ?/sec    1.00     31.8±0.45ms        ? ?/sec
arrow_reader_clickbench/sync/Q40     1.16     28.1±0.60ms        ? ?/sec    1.00     24.3±0.65ms        ? ?/sec
arrow_reader_clickbench/sync/Q41     1.21     23.6±0.29ms        ? ?/sec    1.00     19.5±0.30ms        ? ?/sec
arrow_reader_clickbench/sync/Q42     1.35     12.6±0.30ms        ? ?/sec    1.00      9.4±0.17ms        ? ?/sec

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🤖 ./gh_compare_arrow.sh 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 alamb/sketch_boolean_selection (b268603) to 08dcc0b diff
BENCH_NAME=arrow_reader
BENCH_COMMAND=cargo bench --features=arrow,async,test_common,experimental --bench arrow_reader
BENCH_FILTER=
BENCH_BRANCH_NAME=alamb_sketch_boolean_selection
Results will be posted here when complete

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🤖: Benchmark completed

Details

group                                                                                                      alamb_sketch_boolean_selection         main
-----                                                                                                      ------------------------------         ----
arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                           1.05  1317.3±16.11µs        ? ?/sec    1.00   1252.1±5.29µs        ? ?/sec
arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                          1.00   1312.8±4.51µs        ? ?/sec    1.00  1310.8±17.33µs        ? ?/sec
arrow_array_reader/BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                            1.05   1321.6±4.86µs        ? ?/sec    1.00   1259.2±6.58µs        ? ?/sec
arrow_array_reader/BinaryArray/dictionary encoded, mandatory, no NULLs                                     1.00    489.0±4.22µs        ? ?/sec    1.05   514.9±12.11µs        ? ?/sec
arrow_array_reader/BinaryArray/dictionary encoded, optional, half NULLs                                    1.00   652.9±18.72µs        ? ?/sec    1.06    693.6±4.51µs        ? ?/sec
arrow_array_reader/BinaryArray/dictionary encoded, optional, no NULLs                                      1.00    479.6±4.51µs        ? ?/sec    1.08    520.1±9.23µs        ? ?/sec
arrow_array_reader/BinaryArray/plain encoded, mandatory, no NULLs                                          1.06    585.7±3.74µs        ? ?/sec    1.00    554.7±6.52µs        ? ?/sec
arrow_array_reader/BinaryArray/plain encoded, optional, half NULLs                                         1.00    745.3±5.21µs        ? ?/sec    1.01   755.2±10.26µs        ? ?/sec
arrow_array_reader/BinaryArray/plain encoded, optional, no NULLs                                           1.05    597.5±4.83µs        ? ?/sec    1.00    568.1±4.99µs        ? ?/sec
arrow_array_reader/BinaryViewArray/dictionary encoded, mandatory, no NULLs                                 1.00    251.6±3.48µs        ? ?/sec    1.04    261.7±5.80µs        ? ?/sec
arrow_array_reader/BinaryViewArray/dictionary encoded, optional, half NULLs                                1.00    251.7±1.58µs        ? ?/sec    1.04    260.6±2.16µs        ? ?/sec
arrow_array_reader/BinaryViewArray/dictionary encoded, optional, no NULLs                                  1.00    254.4±3.04µs        ? ?/sec    1.04    265.8±3.68µs        ? ?/sec
arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs                                      1.00    292.1±6.66µs        ? ?/sec    1.02    299.3±3.87µs        ? ?/sec
arrow_array_reader/BinaryViewArray/plain encoded, mandatory, no NULLs, short string                        1.07    306.1±2.32µs        ? ?/sec    1.00    286.0±9.40µs        ? ?/sec
arrow_array_reader/BinaryViewArray/plain encoded, optional, half NULLs                                     1.00    282.5±1.96µs        ? ?/sec    1.05    297.3±3.69µs        ? ?/sec
arrow_array_reader/BinaryViewArray/plain encoded, optional, no NULLs                                       1.00    299.8±3.69µs        ? ?/sec    1.03   308.8±12.05µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs     1.04   1110.1±9.12µs        ? ?/sec    1.00   1068.3±8.01µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, half NULLs    1.08    967.6±9.56µs        ? ?/sec    1.00    896.3±9.00µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/byte_stream_split encoded, optional, no NULLs      1.04  1117.8±14.67µs        ? ?/sec    1.00   1073.8±5.56µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, mandatory, no NULLs                 1.00    444.4±4.21µs        ? ?/sec    1.00    442.5±4.61µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, half NULLs                1.09    627.5±3.36µs        ? ?/sec    1.00   576.1±15.28µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Decimal128Array/plain encoded, optional, no NULLs                  1.01   454.3±10.47µs        ? ?/sec    1.00    449.0±3.72µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, mandatory, no NULLs        1.04    203.2±3.16µs        ? ?/sec    1.00    195.3±1.84µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, half NULLs       1.00    317.6±5.04µs        ? ?/sec    1.05    334.8±3.89µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/byte_stream_split encoded, optional, no NULLs         1.04    207.9±2.49µs        ? ?/sec    1.00    200.3±4.22µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, mandatory, no NULLs                    1.01    118.3±4.67µs        ? ?/sec    1.00    117.5±0.50µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, half NULLs                   1.00    273.6±6.50µs        ? ?/sec    1.08    296.5±5.88µs        ? ?/sec
arrow_array_reader/FIXED_LEN_BYTE_ARRAY/Float16Array/plain encoded, optional, no NULLs                     1.00    122.5±0.72µs        ? ?/sec    1.00    122.4±0.60µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, mandatory, no NULLs                    1.06    732.5±9.92µs        ? ?/sec    1.00    688.5±5.53µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, half NULLs                   1.15    588.8±3.06µs        ? ?/sec    1.00    510.9±2.93µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/byte_stream_split encoded, optional, no NULLs                     1.07    741.3±7.43µs        ? ?/sec    1.00    693.6±8.30µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/plain encoded, mandatory, no NULLs                                1.04     63.5±2.32µs        ? ?/sec    1.00     61.0±6.08µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, half NULLs                               1.25    258.2±3.99µs        ? ?/sec    1.00    206.3±2.86µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(16)/plain encoded, optional, no NULLs                                 1.00     68.6±1.99µs        ? ?/sec    1.01     69.7±7.70µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, mandatory, no NULLs                     1.09     93.9±0.48µs        ? ?/sec    1.00     85.9±0.68µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, half NULLs                    1.00    209.5±2.00µs        ? ?/sec    1.08    226.4±1.30µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/byte_stream_split encoded, optional, no NULLs                      1.09     99.5±0.57µs        ? ?/sec    1.00     91.1±0.86µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/plain encoded, mandatory, no NULLs                                 1.00      9.2±0.27µs        ? ?/sec    1.01      9.3±0.18µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, half NULLs                                1.00    167.9±3.89µs        ? ?/sec    1.12    188.5±1.15µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(2)/plain encoded, optional, no NULLs                                  1.00     14.0±0.15µs        ? ?/sec    1.03     14.5±0.21µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, mandatory, no NULLs                     1.08    184.8±4.72µs        ? ?/sec    1.00    170.6±2.79µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, half NULLs                    1.00    332.8±1.81µs        ? ?/sec    1.00    334.0±1.52µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/byte_stream_split encoded, optional, no NULLs                      1.08    190.2±2.16µs        ? ?/sec    1.00    176.3±3.31µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/plain encoded, mandatory, no NULLs                                 1.01     14.7±0.39µs        ? ?/sec    1.00     14.6±0.51µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, half NULLs                                1.00    246.2±1.55µs        ? ?/sec    1.05    257.3±1.99µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(4)/plain encoded, optional, no NULLs                                  1.00     19.6±0.38µs        ? ?/sec    1.01     19.8±0.40µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, mandatory, no NULLs                     1.07    365.4±2.38µs        ? ?/sec    1.00    342.1±2.69µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, half NULLs                    1.20   396.1±13.52µs        ? ?/sec    1.00   330.6±11.05µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/byte_stream_split encoded, optional, no NULLs                      1.08   377.5±43.51µs        ? ?/sec    1.00    349.1±1.59µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/plain encoded, mandatory, no NULLs                                 1.10     25.4±0.44µs        ? ?/sec    1.00     23.0±1.30µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, half NULLs                                1.29    223.5±4.35µs        ? ?/sec    1.00    173.0±4.86µs        ? ?/sec
arrow_array_reader/FixedLenByteArray(8)/plain encoded, optional, no NULLs                                  1.00     32.0±0.66µs        ? ?/sec    1.04     33.3±0.46µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.00    111.1±2.48µs        ? ?/sec    1.00    111.1±3.53µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, half NULLs                          1.00    130.6±1.68µs        ? ?/sec    1.00    130.7±0.50µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed skip, optional, no NULLs                            1.01    115.5±0.80µs        ? ?/sec    1.00    114.3±1.69µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed, mandatory, no NULLs                                1.00    161.8±1.72µs        ? ?/sec    1.00    161.9±0.67µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed, optional, half NULLs                               1.01    225.2±1.15µs        ? ?/sec    1.00    223.3±1.71µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/binary packed, optional, no NULLs                                 1.00    167.2±2.45µs        ? ?/sec    1.00    167.0±0.90µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.00     76.8±0.35µs        ? ?/sec    1.01     77.7±0.67µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.02    181.7±1.82µs        ? ?/sec    1.00    178.2±1.43µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.00     82.2±0.38µs        ? ?/sec    1.01     83.3±0.45µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.00    144.2±3.03µs        ? ?/sec    1.01    145.7±1.91µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, half NULLs                          1.00    216.7±1.06µs        ? ?/sec    1.00    216.6±1.68µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/dictionary encoded, optional, no NULLs                            1.00    149.2±2.07µs        ? ?/sec    1.01    151.2±1.96µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/plain encoded, mandatory, no NULLs                                1.00     72.0±0.76µs        ? ?/sec    1.04     75.2±0.96µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, half NULLs                               1.00    178.2±1.42µs        ? ?/sec    1.00    178.0±1.17µs        ? ?/sec
arrow_array_reader/INT32/Decimal128Array/plain encoded, optional, no NULLs                                 1.00     79.8±0.38µs        ? ?/sec    1.01     80.6±0.42µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed skip, mandatory, no NULLs                           1.00    109.9±1.71µs        ? ?/sec    1.01    110.5±6.84µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, half NULLs                          1.02    130.3±3.90µs        ? ?/sec    1.00    128.2±0.95µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed skip, optional, no NULLs                            1.00    111.0±1.23µs        ? ?/sec    1.00    110.8±0.41µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed, mandatory, no NULLs                                1.01    163.9±4.84µs        ? ?/sec    1.00    162.5±0.77µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed, optional, half NULLs                               1.01    230.7±2.93µs        ? ?/sec    1.00    227.7±1.38µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/binary packed, optional, no NULLs                                 1.00    168.3±1.76µs        ? ?/sec    1.00    167.7±0.71µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, mandatory, no NULLs                    1.00    201.5±1.83µs        ? ?/sec    1.01    202.7±2.03µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, half NULLs                   1.01    247.3±2.82µs        ? ?/sec    1.00    245.2±3.75µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/byte_stream_split encoded, optional, no NULLs                     1.00    207.4±0.52µs        ? ?/sec    1.01    208.9±2.75µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/dictionary encoded, mandatory, no NULLs                           1.00    142.3±0.88µs        ? ?/sec    1.00    142.6±0.52µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, half NULLs                          1.00    214.4±1.54µs        ? ?/sec    1.00    213.4±1.44µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/dictionary encoded, optional, no NULLs                            1.00    148.2±1.15µs        ? ?/sec    1.00    148.8±2.45µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/plain encoded, mandatory, no NULLs                                1.00    103.7±1.54µs        ? ?/sec    1.02    105.8±1.30µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, half NULLs                               1.04    197.7±3.76µs        ? ?/sec    1.00    190.9±3.35µs        ? ?/sec
arrow_array_reader/INT64/Decimal128Array/plain encoded, optional, no NULLs                                 1.00    108.8±1.67µs        ? ?/sec    1.02    111.5±0.89µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed skip, mandatory, no NULLs                                      1.00     78.3±1.17µs        ? ?/sec    1.00     78.0±0.62µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed skip, optional, half NULLs                                     1.00    103.1±0.68µs        ? ?/sec    1.01    104.0±0.53µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed skip, optional, no NULLs                                       1.00     80.7±0.39µs        ? ?/sec    1.00     80.9±2.64µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed, mandatory, no NULLs                                           1.00    108.7±1.09µs        ? ?/sec    1.00    108.4±0.72µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed, optional, half NULLs                                          1.00    175.9±6.62µs        ? ?/sec    1.00    175.5±0.77µs        ? ?/sec
arrow_array_reader/Int16Array/binary packed, optional, no NULLs                                            1.00    112.9±0.49µs        ? ?/sec    1.00    112.7±1.13µs        ? ?/sec
arrow_array_reader/Int16Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     42.3±0.72µs        ? ?/sec    1.04     43.8±0.25µs        ? ?/sec
arrow_array_reader/Int16Array/byte_stream_split encoded, optional, half NULLs                              1.00    140.1±2.82µs        ? ?/sec    1.01    141.8±2.72µs        ? ?/sec
arrow_array_reader/Int16Array/byte_stream_split encoded, optional, no NULLs                                1.00     46.3±0.22µs        ? ?/sec    1.04     48.0±0.19µs        ? ?/sec
arrow_array_reader/Int16Array/dictionary encoded, mandatory, no NULLs                                      1.00    110.6±4.55µs        ? ?/sec    1.00    110.8±0.45µs        ? ?/sec
arrow_array_reader/Int16Array/dictionary encoded, optional, half NULLs                                     1.00    178.9±5.36µs        ? ?/sec    1.01    180.7±6.86µs        ? ?/sec
arrow_array_reader/Int16Array/dictionary encoded, optional, no NULLs                                       1.00    114.9±1.13µs        ? ?/sec    1.01    115.6±1.11µs        ? ?/sec
arrow_array_reader/Int16Array/plain encoded, mandatory, no NULLs                                           1.01     38.3±0.56µs        ? ?/sec    1.00     37.7±0.35µs        ? ?/sec
arrow_array_reader/Int16Array/plain encoded, optional, half NULLs                                          1.00    138.3±1.13µs        ? ?/sec    1.01    139.9±4.51µs        ? ?/sec
arrow_array_reader/Int16Array/plain encoded, optional, no NULLs                                            1.00     42.3±0.21µs        ? ?/sec    1.00     42.5±0.63µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed skip, mandatory, no NULLs                                      1.00     84.4±0.45µs        ? ?/sec    1.00     84.3±2.11µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed skip, optional, half NULLs                                     1.01    103.7±1.22µs        ? ?/sec    1.00    103.0±0.64µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed skip, optional, no NULLs                                       1.01     87.5±1.75µs        ? ?/sec    1.00     86.9±0.61µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed, mandatory, no NULLs                                           1.00    110.3±0.73µs        ? ?/sec    1.00    109.9±1.23µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed, optional, half NULLs                                          1.00    167.8±1.33µs        ? ?/sec    1.01    168.9±3.22µs        ? ?/sec
arrow_array_reader/Int32Array/binary packed, optional, no NULLs                                            1.00    114.5±0.89µs        ? ?/sec    1.00    114.3±1.43µs        ? ?/sec
arrow_array_reader/Int32Array/byte_stream_split encoded, mandatory, no NULLs                               1.01     26.1±0.36µs        ? ?/sec    1.00     25.8±0.28µs        ? ?/sec
arrow_array_reader/Int32Array/byte_stream_split encoded, optional, half NULLs                              1.00    123.3±1.05µs        ? ?/sec    1.01    125.1±1.12µs        ? ?/sec
arrow_array_reader/Int32Array/byte_stream_split encoded, optional, no NULLs                                1.00     30.5±0.51µs        ? ?/sec    1.00     30.4±0.35µs        ? ?/sec
arrow_array_reader/Int32Array/dictionary encoded, mandatory, no NULLs                                      1.00     92.9±1.04µs        ? ?/sec    1.00     93.2±0.72µs        ? ?/sec
arrow_array_reader/Int32Array/dictionary encoded, optional, half NULLs                                     1.00    161.0±1.80µs        ? ?/sec    1.01    161.9±0.71µs        ? ?/sec
arrow_array_reader/Int32Array/dictionary encoded, optional, no NULLs                                       1.00     97.7±0.75µs        ? ?/sec    1.00     98.2±0.81µs        ? ?/sec
arrow_array_reader/Int32Array/plain encoded, mandatory, no NULLs                                           1.01     18.1±0.85µs        ? ?/sec    1.00     17.9±0.51µs        ? ?/sec
arrow_array_reader/Int32Array/plain encoded, optional, half NULLs                                          1.00    120.8±2.02µs        ? ?/sec    1.01    121.8±1.07µs        ? ?/sec
arrow_array_reader/Int32Array/plain encoded, optional, no NULLs                                            1.00     23.9±0.54µs        ? ?/sec    1.01     24.1±0.44µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed skip, mandatory, no NULLs                                      1.00     81.6±0.70µs        ? ?/sec    1.00     81.6±0.40µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed skip, optional, half NULLs                                     1.00    101.2±0.96µs        ? ?/sec    1.00    101.5±0.69µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed skip, optional, no NULLs                                       1.00     84.2±1.38µs        ? ?/sec    1.00     83.9±0.39µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed, mandatory, no NULLs                                           1.03    113.4±7.62µs        ? ?/sec    1.00    110.3±1.48µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed, optional, half NULLs                                          1.00    166.7±2.56µs        ? ?/sec    1.00    167.2±2.56µs        ? ?/sec
arrow_array_reader/Int64Array/binary packed, optional, no NULLs                                            1.00    114.8±1.14µs        ? ?/sec    1.00    114.9±0.75µs        ? ?/sec
arrow_array_reader/Int64Array/byte_stream_split encoded, mandatory, no NULLs                               1.00    148.5±0.45µs        ? ?/sec    1.01    149.4±0.80µs        ? ?/sec
arrow_array_reader/Int64Array/byte_stream_split encoded, optional, half NULLs                              1.00    190.3±3.41µs        ? ?/sec    1.00    190.2±5.21µs        ? ?/sec
arrow_array_reader/Int64Array/byte_stream_split encoded, optional, no NULLs                                1.00    153.2±0.51µs        ? ?/sec    1.01    154.3±0.59µs        ? ?/sec
arrow_array_reader/Int64Array/dictionary encoded, mandatory, no NULLs                                      1.00     90.6±5.69µs        ? ?/sec    1.01     91.3±0.77µs        ? ?/sec
arrow_array_reader/Int64Array/dictionary encoded, optional, half NULLs                                     1.00    156.8±2.18µs        ? ?/sec    1.01    158.5±1.23µs        ? ?/sec
arrow_array_reader/Int64Array/dictionary encoded, optional, no NULLs                                       1.00     94.0±1.20µs        ? ?/sec    1.02     95.7±1.44µs        ? ?/sec
arrow_array_reader/Int64Array/plain encoded, mandatory, no NULLs                                           1.18     50.6±3.12µs        ? ?/sec    1.00     42.9±2.31µs        ? ?/sec
arrow_array_reader/Int64Array/plain encoded, optional, half NULLs                                          1.01    133.8±0.85µs        ? ?/sec    1.00    133.0±1.02µs        ? ?/sec
arrow_array_reader/Int64Array/plain encoded, optional, no NULLs                                            1.15     56.8±3.06µs        ? ?/sec    1.00     49.5±2.11µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed skip, mandatory, no NULLs                                       1.01     82.7±1.47µs        ? ?/sec    1.00     82.2±0.63µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed skip, optional, half NULLs                                      1.00    103.7±1.12µs        ? ?/sec    1.00    104.1±1.41µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed skip, optional, no NULLs                                        1.01     85.3±0.95µs        ? ?/sec    1.00     84.8±0.32µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed, mandatory, no NULLs                                            1.01    110.9±0.55µs        ? ?/sec    1.00    110.0±0.68µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed, optional, half NULLs                                           1.00    172.2±3.18µs        ? ?/sec    1.01    173.2±3.39µs        ? ?/sec
arrow_array_reader/Int8Array/binary packed, optional, no NULLs                                             1.00    115.1±0.49µs        ? ?/sec    1.00    114.6±0.74µs        ? ?/sec
arrow_array_reader/Int8Array/byte_stream_split encoded, mandatory, no NULLs                                1.00     36.0±0.35µs        ? ?/sec    1.00     35.8±0.37µs        ? ?/sec
arrow_array_reader/Int8Array/byte_stream_split encoded, optional, half NULLs                               1.00    134.1±0.64µs        ? ?/sec    1.00    134.3±1.32µs        ? ?/sec
arrow_array_reader/Int8Array/byte_stream_split encoded, optional, no NULLs                                 1.00     40.2±0.20µs        ? ?/sec    1.00     40.1±0.20µs        ? ?/sec
arrow_array_reader/Int8Array/dictionary encoded, mandatory, no NULLs                                       1.00    102.7±1.06µs        ? ?/sec    1.00    102.9±1.40µs        ? ?/sec
arrow_array_reader/Int8Array/dictionary encoded, optional, half NULLs                                      1.00    171.4±1.60µs        ? ?/sec    1.01    172.5±4.54µs        ? ?/sec
arrow_array_reader/Int8Array/dictionary encoded, optional, no NULLs                                        1.00    107.4±0.97µs        ? ?/sec    1.00    107.5±1.49µs        ? ?/sec
arrow_array_reader/Int8Array/plain encoded, mandatory, no NULLs                                            1.01     30.3±0.19µs        ? ?/sec    1.00     30.0±0.73µs        ? ?/sec
arrow_array_reader/Int8Array/plain encoded, optional, half NULLs                                           1.00    132.0±8.03µs        ? ?/sec    1.00    131.4±0.71µs        ? ?/sec
arrow_array_reader/Int8Array/plain encoded, optional, no NULLs                                             1.01     34.8±0.30µs        ? ?/sec    1.00     34.5±0.23µs        ? ?/sec
arrow_array_reader/ListArray/plain encoded optional strings half NULLs                                     1.02      7.4±0.11ms        ? ?/sec    1.00      7.2±0.07ms        ? ?/sec
arrow_array_reader/ListArray/plain encoded optional strings no NULLs                                       1.02     13.1±0.13ms        ? ?/sec    1.00     12.8±0.18ms        ? ?/sec
arrow_array_reader/StringArray/dictionary encoded, mandatory, no NULLs                                     1.00    490.6±8.12µs        ? ?/sec    1.06    519.0±4.69µs        ? ?/sec
arrow_array_reader/StringArray/dictionary encoded, optional, half NULLs                                    1.00   662.4±11.83µs        ? ?/sec    1.05    697.3±7.51µs        ? ?/sec
arrow_array_reader/StringArray/dictionary encoded, optional, no NULLs                                      1.00    487.2±5.59µs        ? ?/sec    1.07    522.4±8.19µs        ? ?/sec
arrow_array_reader/StringArray/plain encoded, mandatory, no NULLs                                          1.15   752.7±12.61µs        ? ?/sec    1.00    655.6±5.39µs        ? ?/sec
arrow_array_reader/StringArray/plain encoded, optional, half NULLs                                         1.03    825.6±6.19µs        ? ?/sec    1.00    801.0±7.88µs        ? ?/sec
arrow_array_reader/StringArray/plain encoded, optional, no NULLs                                           1.14    759.4±9.77µs        ? ?/sec    1.00    664.0±3.92µs        ? ?/sec
arrow_array_reader/StringDictionary/dictionary encoded, mandatory, no NULLs                                1.00   335.4±13.73µs        ? ?/sec    1.01    337.9±9.18µs        ? ?/sec
arrow_array_reader/StringDictionary/dictionary encoded, optional, half NULLs                               1.00    410.1±6.51µs        ? ?/sec    1.01    414.3±8.04µs        ? ?/sec
arrow_array_reader/StringDictionary/dictionary encoded, optional, no NULLs                                 1.00    338.1±4.19µs        ? ?/sec    1.02    343.6±6.67µs        ? ?/sec
arrow_array_reader/StringViewArray/dictionary encoded, mandatory, no NULLs                                 1.00    248.8±5.37µs        ? ?/sec    1.04    259.1±3.10µs        ? ?/sec
arrow_array_reader/StringViewArray/dictionary encoded, optional, half NULLs                                1.00    252.5±1.48µs        ? ?/sec    1.00    253.3±4.29µs        ? ?/sec
arrow_array_reader/StringViewArray/dictionary encoded, optional, no NULLs                                  1.00    256.3±4.60µs        ? ?/sec    1.00    257.4±3.37µs        ? ?/sec
arrow_array_reader/StringViewArray/plain encoded, mandatory, no NULLs                                      1.00   455.4±10.29µs        ? ?/sec    1.03   466.8±29.76µs        ? ?/sec
arrow_array_reader/StringViewArray/plain encoded, optional, half NULLs                                     1.00    357.1±2.53µs        ? ?/sec    1.05    375.4±6.64µs        ? ?/sec
arrow_array_reader/StringViewArray/plain encoded, optional, no NULLs                                       1.00    460.8±3.19µs        ? ?/sec    1.02   471.0±11.44µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed skip, mandatory, no NULLs                                     1.00     94.7±0.72µs        ? ?/sec    1.00     94.5±1.32µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed skip, optional, half NULLs                                    1.00    112.2±1.10µs        ? ?/sec    1.00    112.7±2.40µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed skip, optional, no NULLs                                      1.00     96.6±0.66µs        ? ?/sec    1.00     96.4±1.40µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed, mandatory, no NULLs                                          1.01    129.6±7.49µs        ? ?/sec    1.00    128.2±0.54µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed, optional, half NULLs                                         1.00    187.9±2.48µs        ? ?/sec    1.00    187.7±0.98µs        ? ?/sec
arrow_array_reader/UInt16Array/binary packed, optional, no NULLs                                           1.00    133.0±1.63µs        ? ?/sec    1.00    132.9±1.05µs        ? ?/sec
arrow_array_reader/UInt16Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     42.1±0.20µs        ? ?/sec    1.00     42.2±0.49µs        ? ?/sec
arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, half NULLs                             1.00    141.5±1.19µs        ? ?/sec    1.00    141.4±0.57µs        ? ?/sec
arrow_array_reader/UInt16Array/byte_stream_split encoded, optional, no NULLs                               1.00     46.4±0.33µs        ? ?/sec    1.01     46.7±0.47µs        ? ?/sec
arrow_array_reader/UInt16Array/dictionary encoded, mandatory, no NULLs                                     1.00    110.6±1.14µs        ? ?/sec    1.00    110.4±0.36µs        ? ?/sec
arrow_array_reader/UInt16Array/dictionary encoded, optional, half NULLs                                    1.00    179.6±1.54µs        ? ?/sec    1.00    180.1±2.71µs        ? ?/sec
arrow_array_reader/UInt16Array/dictionary encoded, optional, no NULLs                                      1.00    115.2±0.41µs        ? ?/sec    1.00    115.4±0.64µs        ? ?/sec
arrow_array_reader/UInt16Array/plain encoded, mandatory, no NULLs                                          1.00     38.1±0.22µs        ? ?/sec    1.00     38.1±0.32µs        ? ?/sec
arrow_array_reader/UInt16Array/plain encoded, optional, half NULLs                                         1.00    139.6±1.13µs        ? ?/sec    1.00    139.7±2.41µs        ? ?/sec
arrow_array_reader/UInt16Array/plain encoded, optional, no NULLs                                           1.00     42.6±0.25µs        ? ?/sec    1.00     42.7±0.55µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed skip, mandatory, no NULLs                                     1.00     84.6±1.39µs        ? ?/sec    1.00     84.5±1.79µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed skip, optional, half NULLs                                    1.00    102.4±0.60µs        ? ?/sec    1.00    102.9±0.81µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed skip, optional, no NULLs                                      1.00     87.0±1.10µs        ? ?/sec    1.00     87.1±2.13µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed, mandatory, no NULLs                                          1.00    111.0±4.37µs        ? ?/sec    1.00    111.3±1.35µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed, optional, half NULLs                                         1.00    167.5±2.89µs        ? ?/sec    1.01    168.5±3.24µs        ? ?/sec
arrow_array_reader/UInt32Array/binary packed, optional, no NULLs                                           1.00    114.5±0.90µs        ? ?/sec    1.00    114.3±1.43µs        ? ?/sec
arrow_array_reader/UInt32Array/byte_stream_split encoded, mandatory, no NULLs                              1.00     26.3±0.33µs        ? ?/sec    1.00     26.2±0.35µs        ? ?/sec
arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, half NULLs                             1.00    122.8±0.61µs        ? ?/sec    1.01    123.7±0.49µs        ? ?/sec
arrow_array_reader/UInt32Array/byte_stream_split encoded, optional, no NULLs                               1.00     30.1±0.32µs        ? ?/sec    1.01     30.4±0.33µs        ? ?/sec
arrow_array_reader/UInt32Array/dictionary encoded, mandatory, no NULLs                                     1.00     93.5±1.37µs        ? ?/sec    1.00     93.6±0.95µs        ? ?/sec
arrow_array_reader/UInt32Array/dictionary encoded, optional, half NULLs                                    1.00    160.8±1.20µs        ? ?/sec    1.01    162.3±3.15µs        ? ?/sec
arrow_array_reader/UInt32Array/dictionary encoded, optional, no NULLs                                      1.00     98.0±0.53µs        ? ?/sec    1.00     98.1±1.15µs        ? ?/sec
arrow_array_reader/UInt32Array/plain encoded, mandatory, no NULLs                                          1.01     21.1±0.80µs        ? ?/sec    1.00     20.9±0.56µs        ? ?/sec
arrow_array_reader/UInt32Array/plain encoded, optional, half NULLs                                         1.00    120.4±1.90µs        ? ?/sec    1.01    122.2±1.19µs        ? ?/sec
arrow_array_reader/UInt32Array/plain encoded, optional, no NULLs                                           1.03     26.0±0.87µs        ? ?/sec    1.00     25.3±0.52µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed skip, mandatory, no NULLs                                     1.00     81.6±0.40µs        ? ?/sec    1.00     81.8±0.68µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed skip, optional, half NULLs                                    1.00    101.6±0.63µs        ? ?/sec    1.00    101.8±1.32µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed skip, optional, no NULLs                                      1.00     84.6±3.10µs        ? ?/sec    1.00     84.4±2.24µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed, mandatory, no NULLs                                          1.01    111.3±1.54µs        ? ?/sec    1.00    110.3±0.65µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed, optional, half NULLs                                         1.00    167.5±0.79µs        ? ?/sec    1.00    167.4±1.37µs        ? ?/sec
arrow_array_reader/UInt64Array/binary packed, optional, no NULLs                                           1.00    114.1±1.13µs        ? ?/sec    1.00    114.5±1.13µs        ? ?/sec
arrow_array_reader/UInt64Array/byte_stream_split encoded, mandatory, no NULLs                              1.00    148.7±0.57µs        ? ?/sec    1.01    149.6±1.08µs        ? ?/sec
arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, half NULLs                             1.00    190.0±3.48µs        ? ?/sec    1.01    192.0±5.92µs        ? ?/sec
arrow_array_reader/UInt64Array/byte_stream_split encoded, optional, no NULLs                               1.00    153.2±0.97µs        ? ?/sec    1.01    154.3±0.56µs        ? ?/sec
arrow_array_reader/UInt64Array/dictionary encoded, mandatory, no NULLs                                     1.00     90.2±0.65µs        ? ?/sec    1.00     90.1±0.81µs        ? ?/sec
arrow_array_reader/UInt64Array/dictionary encoded, optional, half NULLs                                    1.00    156.9±3.84µs        ? ?/sec    1.01    158.0±1.08µs        ? ?/sec
arrow_array_reader/UInt64Array/dictionary encoded, optional, no NULLs                                      1.00     95.3±4.99µs        ? ?/sec    1.00     95.0±0.66µs        ? ?/sec
arrow_array_reader/UInt64Array/plain encoded, mandatory, no NULLs                                          1.12     48.5±2.95µs        ? ?/sec    1.00     43.2±2.48µs        ? ?/sec
arrow_array_reader/UInt64Array/plain encoded, optional, half NULLs                                         1.02    135.4±4.55µs        ? ?/sec    1.00    133.2±2.27µs        ? ?/sec
arrow_array_reader/UInt64Array/plain encoded, optional, no NULLs                                           1.06     52.1±2.60µs        ? ?/sec    1.00     49.4±2.46µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed skip, mandatory, no NULLs                                      1.01     89.8±1.75µs        ? ?/sec    1.00     89.2±1.26µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed skip, optional, half NULLs                                     1.00    107.1±1.10µs        ? ?/sec    1.01    107.9±0.43µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed skip, optional, no NULLs                                       1.00     92.2±1.15µs        ? ?/sec    1.00     92.6±0.60µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed, mandatory, no NULLs                                           1.00    120.4±2.42µs        ? ?/sec    1.00    119.9±2.17µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed, optional, half NULLs                                          1.00    177.6±1.16µs        ? ?/sec    1.02   181.0±12.14µs        ? ?/sec
arrow_array_reader/UInt8Array/binary packed, optional, no NULLs                                            1.00    124.5±1.62µs        ? ?/sec    1.00    124.1±0.37µs        ? ?/sec
arrow_array_reader/UInt8Array/byte_stream_split encoded, mandatory, no NULLs                               1.00     35.8±0.36µs        ? ?/sec    1.00     36.0±0.45µs        ? ?/sec
arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, half NULLs                              1.00    132.5±1.84µs        ? ?/sec    1.01    134.0±1.10µs        ? ?/sec
arrow_array_reader/UInt8Array/byte_stream_split encoded, optional, no NULLs                                1.00     40.1±0.44µs        ? ?/sec    1.00     40.1±0.25µs        ? ?/sec
arrow_array_reader/UInt8Array/dictionary encoded, mandatory, no NULLs                                      1.00    102.8±1.29µs        ? ?/sec    1.00    103.0±0.65µs        ? ?/sec
arrow_array_reader/UInt8Array/dictionary encoded, optional, half NULLs                                     1.00    170.9±1.25µs        ? ?/sec    1.01    171.8±2.15µs        ? ?/sec
arrow_array_reader/UInt8Array/dictionary encoded, optional, no NULLs                                       1.00    107.4±1.74µs        ? ?/sec    1.01    107.9±1.12µs        ? ?/sec
arrow_array_reader/UInt8Array/plain encoded, mandatory, no NULLs                                           1.01     30.2±0.51µs        ? ?/sec    1.00     29.9±0.25µs        ? ?/sec
arrow_array_reader/UInt8Array/plain encoded, optional, half NULLs                                          1.00    131.0±2.59µs        ? ?/sec    1.01    132.1±0.68µs        ? ?/sec
arrow_array_reader/UInt8Array/plain encoded, optional, no NULLs                                            1.02     35.3±0.29µs        ? ?/sec    1.00     34.7±0.46µs        ? ?/sec

@alamb
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alamb commented Dec 13, 2025

I have been profiling this morning, and basically I have concluded I need to do two things: #8844 (comment)

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[Parquet] Avoid Mask --> RowSelection --> Mask conversion to improve predicate pushdown performance

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