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[C++] Filter kernel for MonthDayNanoInterval array returning garbage values #39740

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jorisvandenbossche opened this issue Jan 22, 2024 · 7 comments · Fixed by #39795
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Component: C++ Critical Fix Bugfixes for security vulnerabilities, crashes, or invalid data. good-second-issue Type: bug
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@jorisvandenbossche
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jorisvandenbossche commented Jan 22, 2024

Example with latest pyarrow:

>>> import pyarrow as pa
>>> pa.__version__
Out[30]: '15.0.0.dev436+gac50918a6.d20240117'
>>> import pyarrow.compute as pc

>>> arr = pa.array([pa.MonthDayNano((1, 1, 1)), pa.MonthDayNano((2, 2, 2))])
>>> arr
<pyarrow.lib.MonthDayNanoIntervalArray object at 0x7f8e89147220>
[
  1M1d1ns,
  2M2d2ns
]
>>> pc.filter(arr, pa.array([True, False]))
Out[36]: 
<pyarrow.lib.MonthDayNanoIntervalArray object at 0x7f8e89e24580>
[
  3M0d0ns    # <-- this value didn't even exist in the original array
]

>>> arr = pa.array([pa.MonthDayNano((1, 1, 1)), None])
>>> arr
<pyarrow.lib.MonthDayNanoIntervalArray object at 0x7f8e89e24820>
[
  1M1d1ns,
  null
]
>>> pc.filter(arr, pa.array([True, False]))
<pyarrow.lib.MonthDayNanoIntervalArray object at 0x7f8e88e4eda0>
[
  null   # <-- this should have selected the first element of the array, but returning null instead
]
@jorisvandenbossche
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Note that also take is failing (in the end filter is translated into an equivalent take, I suppose, or at least sharing code):

>>> arr.take([0])
<pyarrow.lib.MonthDayNanoIntervalArray object at 0x7f8e88f93520>
[
  null
]

@jorisvandenbossche
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The interval types are considered as a primitive type, so that's the reason this kernel is not raising a not-implemented error (while there is no explicit support for intervals).

However, it seems this PrimitiveTakeExec isn't set up to handle the larger bit width of internvals (128 for MonthDayNano):

switch (bit_width) {
case 1:
TakeIndexDispatch<BooleanTakeImpl>(values, indices, out_arr);
break;
case 8:
TakeIndexDispatch<PrimitiveTakeImpl, int8_t>(values, indices, out_arr);
break;
case 16:
TakeIndexDispatch<PrimitiveTakeImpl, int16_t>(values, indices, out_arr);
break;
case 32:
TakeIndexDispatch<PrimitiveTakeImpl, int32_t>(values, indices, out_arr);
break;
case 64:
TakeIndexDispatch<PrimitiveTakeImpl, int64_t>(values, indices, out_arr);
break;
default:
DCHECK(false) << "Invalid values byte width";
break;
}
return Status::OK();

So we are just allocating some values for the output, but then not setting anything (and also not raising an error for this, because it's only a debug check ..)

@jorisvandenbossche
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We should maybe also consider to stop treating MonthDayNano interval automatically as primitive type (is_primitive in type_traits.h returns True for all interval types)

@pitrou
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pitrou commented Jan 23, 2024

At least, the DCHECK should be turned into an actual error return.

@pitrou
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pitrou commented Jan 23, 2024

We should maybe also consider to stop treating MonthDayNano interval automatically as primitive type

Well, it is a primitive type. This is just a bug in the take and filter code that it doesn't properly handle more primitive type widths.

@WillAyd
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WillAyd commented Jan 23, 2024

Out of curiosity how does Arrow define "primitive"?

@pitrou
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pitrou commented Jan 24, 2024

Unfortunately there's no rigorous conceptual definition, it's more of an adhoc category. Roughly, everything that's a number, a boolean or a temporal is considered primitive, except decimals for some reason.

@pitrou pitrou self-assigned this Jan 24, 2024
pitrou added a commit that referenced this issue Jan 29, 2024
…ls (#39795)

### Rationale for this change

The filter and take functions were not correctly supported on month_day_nano intervals.

### What changes are included in this PR?

* Expand the primitive filter implementation to handle all possible fixed-width primitive types (including fixed-size binary)
* Expand the take filter implementation to handle all well-known fixed-width primitive types (including month_day_nano, decimal128 and decimal256)
* Add benchmarks for taking and filtering fixed-size binary

These changes allow for very significant performance improvements filtering and taking fixed-size binary data:
```
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Non-regressions: (90)
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
                                              benchmark           baseline          contender  change %                                                                                                                                                                                                                                                                   counters
          FilterFixedSizeBinaryFilterNoNulls/524288/0/8      1.716 GiB/sec     33.814 GiB/sec  1870.862      {'family_index': 0, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2462, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8 380.056M items/sec   7.098G items/sec  1767.491                                {'family_index': 3, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 505, 'byte_width': 8.0, 'null_percent': 100.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/0/9      1.916 GiB/sec     33.721 GiB/sec  1659.766      {'family_index': 0, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2750, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/8    917.713 MiB/sec      9.193 GiB/sec   925.719    {'family_index': 0, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1271, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/8      1.004 GiB/sec      9.374 GiB/sec   833.673   {'family_index': 0, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1440, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/8      1.625 GiB/sec     15.009 GiB/sec   823.442      {'family_index': 0, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2328, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/9   1021.638 MiB/sec      9.126 GiB/sec   814.670    {'family_index': 0, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1428, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/8      1.235 GiB/sec     10.814 GiB/sec   775.869     {'family_index': 0, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1762, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/9      1.123 GiB/sec      9.120 GiB/sec   712.196   {'family_index': 0, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1598, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/9      1.370 GiB/sec     10.499 GiB/sec   666.348     {'family_index': 0, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1958, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/9      1.814 GiB/sec     13.394 GiB/sec   638.343      {'family_index': 0, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2600, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/8     12.155 GiB/sec     77.799 GiB/sec   540.051      {'family_index': 0, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17222, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/9     13.507 GiB/sec     84.361 GiB/sec   524.592      {'family_index': 0, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19469, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/8 194.493M items/sec 732.378M items/sec   276.557                                      {'family_index': 4, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 259, 'byte_width': 8.0, 'null_percent': 100.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8 200.981M items/sec 747.628M items/sec   271.989                                  {'family_index': 2, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 268, 'byte_width': 8.0, 'null_percent': 100.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/8    947.631 MiB/sec      3.318 GiB/sec   258.565    {'family_index': 1, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1329, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/8    911.406 MiB/sec      3.121 GiB/sec   250.677    {'family_index': 1, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1275, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/8      1.045 GiB/sec      3.535 GiB/sec   238.406      {'family_index': 0, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1496, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/8    899.161 MiB/sec      2.915 GiB/sec   232.029   {'family_index': 1, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1260, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/8    829.852 MiB/sec      2.617 GiB/sec   222.914  {'family_index': 1, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1157, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8 234.268M items/sec 752.809M items/sec   221.345                                    {'family_index': 2, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 312, 'byte_width': 8.0, 'null_percent': 0.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/9      1.171 GiB/sec      3.711 GiB/sec   216.957      {'family_index': 0, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1674, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/8 249.393M items/sec 787.274M items/sec   215.676                                        {'family_index': 4, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 333, 'byte_width': 8.0, 'null_percent': 0.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8 234.268M items/sec 736.727M items/sec   214.481                                  {'family_index': 3, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 313, 'byte_width': 8.0, 'null_percent': 0.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/8 134.852M items/sec 423.748M items/sec   214.231                                     {'family_index': 4, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 202, 'byte_width': 8.0, 'null_percent': 0.1}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/8    913.734 MiB/sec      2.599 GiB/sec   191.245 {'family_index': 1, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1292, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8 138.218M items/sec 309.307M items/sec   123.783                                 {'family_index': 2, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 184, 'byte_width': 8.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8 132.755M items/sec 293.027M items/sec   120.727                               {'family_index': 3, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 179, 'byte_width': 8.0, 'null_percent': 0.1}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8 125.492M items/sec 272.996M items/sec   117.540                                  {'family_index': 2, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 174, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/9    926.938 MiB/sec      1.904 GiB/sec   110.379  {'family_index': 1, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1295, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/8 158.754M items/sec 331.106M items/sec   108.565                                      {'family_index': 4, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 167, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/9      1.031 GiB/sec      2.129 GiB/sec   106.621    {'family_index': 1, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1477, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/9   1020.776 MiB/sec      2.056 GiB/sec   106.293    {'family_index': 1, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1430, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/8    890.785 MiB/sec      1.768 GiB/sec   103.293    {'family_index': 1, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1242, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/9   1005.839 MiB/sec      1.984 GiB/sec   102.023   {'family_index': 1, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1407, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/8    916.810 MiB/sec      1.762 GiB/sec    96.757    {'family_index': 1, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1270, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/8    890.211 MiB/sec      1.694 GiB/sec    94.853   {'family_index': 1, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1235, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8  95.788M items/sec 184.004M items/sec    92.095                                   {'family_index': 2, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 124, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/8    862.497 MiB/sec      1.616 GiB/sec    91.823 {'family_index': 1, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1200, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/9      1.005 GiB/sec      1.904 GiB/sec    89.431 {'family_index': 1, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1442, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/8 123.065M items/sec 228.755M items/sec    85.881                                       {'family_index': 4, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 8.0, 'null_percent': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/8    930.637 MiB/sec      1.669 GiB/sec    83.659   {'family_index': 0, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1293, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/8      1.034 GiB/sec      1.871 GiB/sec    81.019      {'family_index': 0, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1482, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/8   1004.789 MiB/sec      1.772 GiB/sec    80.538     {'family_index': 0, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1404, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/8    920.819 MiB/sec      1.616 GiB/sec    79.686 {'family_index': 1, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1285, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/8    974.713 MiB/sec      1.669 GiB/sec    75.388   {'family_index': 0, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1363, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8 107.165M items/sec 187.372M items/sec    74.845                                {'family_index': 3, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 143, 'byte_width': 8.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8  72.662M items/sec 114.781M items/sec    57.965                                  {'family_index': 3, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/9    976.180 MiB/sec      1.480 GiB/sec    55.260 {'family_index': 1, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1358, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/9      1.023 GiB/sec      1.581 GiB/sec    54.502   {'family_index': 0, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1466, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/9    992.477 MiB/sec      1.453 GiB/sec    49.957    {'family_index': 1, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1400, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/9    997.679 MiB/sec      1.450 GiB/sec    48.846   {'family_index': 1, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1389, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/9      1.071 GiB/sec      1.581 GiB/sec    47.526   {'family_index': 0, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1538, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/9      1.008 GiB/sec      1.485 GiB/sec    47.328 {'family_index': 1, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1446, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/9      1.003 GiB/sec      1.452 GiB/sec    44.708    {'family_index': 1, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1437, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/9      1.105 GiB/sec      1.568 GiB/sec    41.954     {'family_index': 0, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1587, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/9      1.163 GiB/sec      1.613 GiB/sec    38.639      {'family_index': 0, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1662, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/9      8.884 GiB/sec     12.117 GiB/sec    36.381 {'family_index': 1, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12508, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/9      8.886 GiB/sec     12.075 GiB/sec    35.892 {'family_index': 1, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12716, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/9 134.765M items/sec 182.868M items/sec    35.694                                     {'family_index': 4, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 206, 'byte_width': 9.0, 'null_percent': 0.1}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/8     11.393 GiB/sec     15.091 GiB/sec    32.453     {'family_index': 0, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16510, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/8     11.573 GiB/sec     15.102 GiB/sec    30.496     {'family_index': 0, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16684, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/8      7.740 GiB/sec     10.059 GiB/sec    29.956 {'family_index': 1, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10972, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/8      7.733 GiB/sec      9.915 GiB/sec    28.213 {'family_index': 1, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/8      7.682 GiB/sec      9.765 GiB/sec    27.109   {'family_index': 1, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/9      8.856 GiB/sec     11.180 GiB/sec    26.241   {'family_index': 1, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12571, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/8      7.735 GiB/sec      9.710 GiB/sec    25.530   {'family_index': 1, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11069, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/9 128.606M items/sec 160.249M items/sec    24.604                                      {'family_index': 4, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 209, 'byte_width': 9.0, 'null_percent': 10.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/8     12.033 GiB/sec     14.737 GiB/sec    22.478   {'family_index': 0, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17220, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/8     12.141 GiB/sec     14.761 GiB/sec    21.579   {'family_index': 0, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17343, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/9      8.825 GiB/sec     10.633 GiB/sec    20.489   {'family_index': 1, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12543, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/8      8.300 GiB/sec      9.969 GiB/sec    20.117    {'family_index': 1, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11819, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/9     12.954 GiB/sec     15.192 GiB/sec    17.273     {'family_index': 0, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18572, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/9     13.181 GiB/sec     15.222 GiB/sec    15.490     {'family_index': 0, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18904, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/9      9.344 GiB/sec     10.632 GiB/sec    13.784    {'family_index': 1, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 13291, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/9     13.566 GiB/sec     14.894 GiB/sec     9.789   {'family_index': 0, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19349, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/9     13.603 GiB/sec     14.863 GiB/sec     9.265   {'family_index': 0, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19490, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9 124.390M items/sec 133.566M items/sec     7.377                                  {'family_index': 2, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 9.0, 'null_percent': 10.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/9 116.792M items/sec 124.182M items/sec     6.328                                       {'family_index': 4, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 161, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9 135.860M items/sec 142.524M items/sec     4.905                                 {'family_index': 2, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 180, 'byte_width': 9.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9 131.123M items/sec 137.400M items/sec     4.788                               {'family_index': 3, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 176, 'byte_width': 9.0, 'null_percent': 0.1}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9 220.634M items/sec 230.872M items/sec     4.640                                    {'family_index': 2, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9  97.425M items/sec 101.477M items/sec     4.159                                   {'family_index': 2, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 130, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9 104.830M items/sec 108.346M items/sec     3.354                                {'family_index': 3, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 100, 'byte_width': 9.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9 378.858M items/sec 387.322M items/sec     2.234                                {'family_index': 3, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 506, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9 221.900M items/sec 226.450M items/sec     2.050                                  {'family_index': 3, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/9 248.664M items/sec 253.037M items/sec     1.758                                        {'family_index': 4, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 332, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9 197.730M items/sec 201.173M items/sec     1.741                                  {'family_index': 2, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 264, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9  73.196M items/sec  74.167M items/sec     1.327                                  {'family_index': 3, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 9.0, 'null_percent': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/9 192.545M items/sec 188.138M items/sec    -2.289                                      {'family_index': 4, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 257, 'byte_width': 9.0, 'null_percent': 100.0}

```

### Are these changes tested?

Yes.

### Are there any user-facing changes?

No.

* Closes: #39740

Authored-by: Antoine Pitrou <antoine@python.org>
Signed-off-by: Antoine Pitrou <antoine@python.org>
@pitrou pitrou added this to the 16.0.0 milestone Jan 29, 2024
@pitrou pitrou modified the milestones: 16.0.0, 15.0.1 Feb 14, 2024
dgreiss pushed a commit to dgreiss/arrow that referenced this issue Feb 19, 2024
…ntervals (apache#39795)

### Rationale for this change

The filter and take functions were not correctly supported on month_day_nano intervals.

### What changes are included in this PR?

* Expand the primitive filter implementation to handle all possible fixed-width primitive types (including fixed-size binary)
* Expand the take filter implementation to handle all well-known fixed-width primitive types (including month_day_nano, decimal128 and decimal256)
* Add benchmarks for taking and filtering fixed-size binary

These changes allow for very significant performance improvements filtering and taking fixed-size binary data:
```
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Non-regressions: (90)
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
                                              benchmark           baseline          contender  change %                                                                                                                                                                                                                                                                   counters
          FilterFixedSizeBinaryFilterNoNulls/524288/0/8      1.716 GiB/sec     33.814 GiB/sec  1870.862      {'family_index': 0, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2462, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8 380.056M items/sec   7.098G items/sec  1767.491                                {'family_index': 3, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 505, 'byte_width': 8.0, 'null_percent': 100.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/0/9      1.916 GiB/sec     33.721 GiB/sec  1659.766      {'family_index': 0, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2750, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/8    917.713 MiB/sec      9.193 GiB/sec   925.719    {'family_index': 0, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1271, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/8      1.004 GiB/sec      9.374 GiB/sec   833.673   {'family_index': 0, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1440, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/8      1.625 GiB/sec     15.009 GiB/sec   823.442      {'family_index': 0, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2328, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/9   1021.638 MiB/sec      9.126 GiB/sec   814.670    {'family_index': 0, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1428, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/8      1.235 GiB/sec     10.814 GiB/sec   775.869     {'family_index': 0, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1762, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/9      1.123 GiB/sec      9.120 GiB/sec   712.196   {'family_index': 0, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1598, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/9      1.370 GiB/sec     10.499 GiB/sec   666.348     {'family_index': 0, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1958, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/9      1.814 GiB/sec     13.394 GiB/sec   638.343      {'family_index': 0, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2600, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/8     12.155 GiB/sec     77.799 GiB/sec   540.051      {'family_index': 0, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17222, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/9     13.507 GiB/sec     84.361 GiB/sec   524.592      {'family_index': 0, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19469, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/8 194.493M items/sec 732.378M items/sec   276.557                                      {'family_index': 4, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 259, 'byte_width': 8.0, 'null_percent': 100.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8 200.981M items/sec 747.628M items/sec   271.989                                  {'family_index': 2, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 268, 'byte_width': 8.0, 'null_percent': 100.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/8    947.631 MiB/sec      3.318 GiB/sec   258.565    {'family_index': 1, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1329, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/8    911.406 MiB/sec      3.121 GiB/sec   250.677    {'family_index': 1, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1275, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/8      1.045 GiB/sec      3.535 GiB/sec   238.406      {'family_index': 0, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1496, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/8    899.161 MiB/sec      2.915 GiB/sec   232.029   {'family_index': 1, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1260, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/8    829.852 MiB/sec      2.617 GiB/sec   222.914  {'family_index': 1, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1157, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8 234.268M items/sec 752.809M items/sec   221.345                                    {'family_index': 2, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 312, 'byte_width': 8.0, 'null_percent': 0.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/9      1.171 GiB/sec      3.711 GiB/sec   216.957      {'family_index': 0, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1674, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/8 249.393M items/sec 787.274M items/sec   215.676                                        {'family_index': 4, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 333, 'byte_width': 8.0, 'null_percent': 0.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8 234.268M items/sec 736.727M items/sec   214.481                                  {'family_index': 3, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 313, 'byte_width': 8.0, 'null_percent': 0.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/8 134.852M items/sec 423.748M items/sec   214.231                                     {'family_index': 4, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 202, 'byte_width': 8.0, 'null_percent': 0.1}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/8    913.734 MiB/sec      2.599 GiB/sec   191.245 {'family_index': 1, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1292, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8 138.218M items/sec 309.307M items/sec   123.783                                 {'family_index': 2, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 184, 'byte_width': 8.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8 132.755M items/sec 293.027M items/sec   120.727                               {'family_index': 3, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 179, 'byte_width': 8.0, 'null_percent': 0.1}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8 125.492M items/sec 272.996M items/sec   117.540                                  {'family_index': 2, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 174, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/9    926.938 MiB/sec      1.904 GiB/sec   110.379  {'family_index': 1, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1295, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/8 158.754M items/sec 331.106M items/sec   108.565                                      {'family_index': 4, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 167, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/9      1.031 GiB/sec      2.129 GiB/sec   106.621    {'family_index': 1, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1477, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/9   1020.776 MiB/sec      2.056 GiB/sec   106.293    {'family_index': 1, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1430, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/8    890.785 MiB/sec      1.768 GiB/sec   103.293    {'family_index': 1, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1242, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/9   1005.839 MiB/sec      1.984 GiB/sec   102.023   {'family_index': 1, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1407, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/8    916.810 MiB/sec      1.762 GiB/sec    96.757    {'family_index': 1, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1270, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/8    890.211 MiB/sec      1.694 GiB/sec    94.853   {'family_index': 1, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1235, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8  95.788M items/sec 184.004M items/sec    92.095                                   {'family_index': 2, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 124, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/8    862.497 MiB/sec      1.616 GiB/sec    91.823 {'family_index': 1, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1200, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/9      1.005 GiB/sec      1.904 GiB/sec    89.431 {'family_index': 1, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1442, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/8 123.065M items/sec 228.755M items/sec    85.881                                       {'family_index': 4, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 8.0, 'null_percent': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/8    930.637 MiB/sec      1.669 GiB/sec    83.659   {'family_index': 0, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1293, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/8      1.034 GiB/sec      1.871 GiB/sec    81.019      {'family_index': 0, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1482, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/8   1004.789 MiB/sec      1.772 GiB/sec    80.538     {'family_index': 0, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1404, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/8    920.819 MiB/sec      1.616 GiB/sec    79.686 {'family_index': 1, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1285, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/8    974.713 MiB/sec      1.669 GiB/sec    75.388   {'family_index': 0, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1363, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8 107.165M items/sec 187.372M items/sec    74.845                                {'family_index': 3, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 143, 'byte_width': 8.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8  72.662M items/sec 114.781M items/sec    57.965                                  {'family_index': 3, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/9    976.180 MiB/sec      1.480 GiB/sec    55.260 {'family_index': 1, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1358, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/9      1.023 GiB/sec      1.581 GiB/sec    54.502   {'family_index': 0, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1466, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/9    992.477 MiB/sec      1.453 GiB/sec    49.957    {'family_index': 1, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1400, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/9    997.679 MiB/sec      1.450 GiB/sec    48.846   {'family_index': 1, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1389, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/9      1.071 GiB/sec      1.581 GiB/sec    47.526   {'family_index': 0, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1538, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/9      1.008 GiB/sec      1.485 GiB/sec    47.328 {'family_index': 1, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1446, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/9      1.003 GiB/sec      1.452 GiB/sec    44.708    {'family_index': 1, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1437, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/9      1.105 GiB/sec      1.568 GiB/sec    41.954     {'family_index': 0, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1587, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/9      1.163 GiB/sec      1.613 GiB/sec    38.639      {'family_index': 0, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1662, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/9      8.884 GiB/sec     12.117 GiB/sec    36.381 {'family_index': 1, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12508, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/9      8.886 GiB/sec     12.075 GiB/sec    35.892 {'family_index': 1, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12716, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/9 134.765M items/sec 182.868M items/sec    35.694                                     {'family_index': 4, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 206, 'byte_width': 9.0, 'null_percent': 0.1}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/8     11.393 GiB/sec     15.091 GiB/sec    32.453     {'family_index': 0, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16510, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/8     11.573 GiB/sec     15.102 GiB/sec    30.496     {'family_index': 0, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16684, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/8      7.740 GiB/sec     10.059 GiB/sec    29.956 {'family_index': 1, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10972, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/8      7.733 GiB/sec      9.915 GiB/sec    28.213 {'family_index': 1, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/8      7.682 GiB/sec      9.765 GiB/sec    27.109   {'family_index': 1, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/9      8.856 GiB/sec     11.180 GiB/sec    26.241   {'family_index': 1, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12571, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/8      7.735 GiB/sec      9.710 GiB/sec    25.530   {'family_index': 1, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11069, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/9 128.606M items/sec 160.249M items/sec    24.604                                      {'family_index': 4, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 209, 'byte_width': 9.0, 'null_percent': 10.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/8     12.033 GiB/sec     14.737 GiB/sec    22.478   {'family_index': 0, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17220, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/8     12.141 GiB/sec     14.761 GiB/sec    21.579   {'family_index': 0, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17343, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/9      8.825 GiB/sec     10.633 GiB/sec    20.489   {'family_index': 1, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12543, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/8      8.300 GiB/sec      9.969 GiB/sec    20.117    {'family_index': 1, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11819, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/9     12.954 GiB/sec     15.192 GiB/sec    17.273     {'family_index': 0, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18572, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/9     13.181 GiB/sec     15.222 GiB/sec    15.490     {'family_index': 0, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18904, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/9      9.344 GiB/sec     10.632 GiB/sec    13.784    {'family_index': 1, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 13291, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/9     13.566 GiB/sec     14.894 GiB/sec     9.789   {'family_index': 0, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19349, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/9     13.603 GiB/sec     14.863 GiB/sec     9.265   {'family_index': 0, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19490, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9 124.390M items/sec 133.566M items/sec     7.377                                  {'family_index': 2, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 9.0, 'null_percent': 10.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/9 116.792M items/sec 124.182M items/sec     6.328                                       {'family_index': 4, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 161, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9 135.860M items/sec 142.524M items/sec     4.905                                 {'family_index': 2, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 180, 'byte_width': 9.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9 131.123M items/sec 137.400M items/sec     4.788                               {'family_index': 3, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 176, 'byte_width': 9.0, 'null_percent': 0.1}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9 220.634M items/sec 230.872M items/sec     4.640                                    {'family_index': 2, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9  97.425M items/sec 101.477M items/sec     4.159                                   {'family_index': 2, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 130, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9 104.830M items/sec 108.346M items/sec     3.354                                {'family_index': 3, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 100, 'byte_width': 9.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9 378.858M items/sec 387.322M items/sec     2.234                                {'family_index': 3, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 506, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9 221.900M items/sec 226.450M items/sec     2.050                                  {'family_index': 3, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/9 248.664M items/sec 253.037M items/sec     1.758                                        {'family_index': 4, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 332, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9 197.730M items/sec 201.173M items/sec     1.741                                  {'family_index': 2, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 264, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9  73.196M items/sec  74.167M items/sec     1.327                                  {'family_index': 3, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 9.0, 'null_percent': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/9 192.545M items/sec 188.138M items/sec    -2.289                                      {'family_index': 4, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 257, 'byte_width': 9.0, 'null_percent': 100.0}

```

### Are these changes tested?

Yes.

### Are there any user-facing changes?

No.

* Closes: apache#39740

Authored-by: Antoine Pitrou <antoine@python.org>
Signed-off-by: Antoine Pitrou <antoine@python.org>
raulcd pushed a commit that referenced this issue Feb 20, 2024
…ls (#39795)

### Rationale for this change

The filter and take functions were not correctly supported on month_day_nano intervals.

### What changes are included in this PR?

* Expand the primitive filter implementation to handle all possible fixed-width primitive types (including fixed-size binary)
* Expand the take filter implementation to handle all well-known fixed-width primitive types (including month_day_nano, decimal128 and decimal256)
* Add benchmarks for taking and filtering fixed-size binary

These changes allow for very significant performance improvements filtering and taking fixed-size binary data:
```
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Non-regressions: (90)
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
                                              benchmark           baseline          contender  change %                                                                                                                                                                                                                                                                   counters
          FilterFixedSizeBinaryFilterNoNulls/524288/0/8      1.716 GiB/sec     33.814 GiB/sec  1870.862      {'family_index': 0, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2462, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8 380.056M items/sec   7.098G items/sec  1767.491                                {'family_index': 3, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 505, 'byte_width': 8.0, 'null_percent': 100.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/0/9      1.916 GiB/sec     33.721 GiB/sec  1659.766      {'family_index': 0, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2750, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/8    917.713 MiB/sec      9.193 GiB/sec   925.719    {'family_index': 0, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1271, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/8      1.004 GiB/sec      9.374 GiB/sec   833.673   {'family_index': 0, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1440, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/8      1.625 GiB/sec     15.009 GiB/sec   823.442      {'family_index': 0, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2328, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/9   1021.638 MiB/sec      9.126 GiB/sec   814.670    {'family_index': 0, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1428, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/8      1.235 GiB/sec     10.814 GiB/sec   775.869     {'family_index': 0, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1762, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/9      1.123 GiB/sec      9.120 GiB/sec   712.196   {'family_index': 0, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1598, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/9      1.370 GiB/sec     10.499 GiB/sec   666.348     {'family_index': 0, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1958, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/9      1.814 GiB/sec     13.394 GiB/sec   638.343      {'family_index': 0, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2600, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/8     12.155 GiB/sec     77.799 GiB/sec   540.051      {'family_index': 0, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17222, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/9     13.507 GiB/sec     84.361 GiB/sec   524.592      {'family_index': 0, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19469, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/8 194.493M items/sec 732.378M items/sec   276.557                                      {'family_index': 4, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 259, 'byte_width': 8.0, 'null_percent': 100.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8 200.981M items/sec 747.628M items/sec   271.989                                  {'family_index': 2, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 268, 'byte_width': 8.0, 'null_percent': 100.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/8    947.631 MiB/sec      3.318 GiB/sec   258.565    {'family_index': 1, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1329, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/8    911.406 MiB/sec      3.121 GiB/sec   250.677    {'family_index': 1, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1275, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/8      1.045 GiB/sec      3.535 GiB/sec   238.406      {'family_index': 0, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1496, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/8    899.161 MiB/sec      2.915 GiB/sec   232.029   {'family_index': 1, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1260, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/8    829.852 MiB/sec      2.617 GiB/sec   222.914  {'family_index': 1, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1157, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8 234.268M items/sec 752.809M items/sec   221.345                                    {'family_index': 2, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 312, 'byte_width': 8.0, 'null_percent': 0.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/9      1.171 GiB/sec      3.711 GiB/sec   216.957      {'family_index': 0, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1674, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/8 249.393M items/sec 787.274M items/sec   215.676                                        {'family_index': 4, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 333, 'byte_width': 8.0, 'null_percent': 0.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8 234.268M items/sec 736.727M items/sec   214.481                                  {'family_index': 3, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 313, 'byte_width': 8.0, 'null_percent': 0.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/8 134.852M items/sec 423.748M items/sec   214.231                                     {'family_index': 4, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 202, 'byte_width': 8.0, 'null_percent': 0.1}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/8    913.734 MiB/sec      2.599 GiB/sec   191.245 {'family_index': 1, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1292, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8 138.218M items/sec 309.307M items/sec   123.783                                 {'family_index': 2, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 184, 'byte_width': 8.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8 132.755M items/sec 293.027M items/sec   120.727                               {'family_index': 3, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 179, 'byte_width': 8.0, 'null_percent': 0.1}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8 125.492M items/sec 272.996M items/sec   117.540                                  {'family_index': 2, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 174, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/9    926.938 MiB/sec      1.904 GiB/sec   110.379  {'family_index': 1, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1295, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/8 158.754M items/sec 331.106M items/sec   108.565                                      {'family_index': 4, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 167, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/9      1.031 GiB/sec      2.129 GiB/sec   106.621    {'family_index': 1, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1477, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/9   1020.776 MiB/sec      2.056 GiB/sec   106.293    {'family_index': 1, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1430, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/8    890.785 MiB/sec      1.768 GiB/sec   103.293    {'family_index': 1, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1242, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/9   1005.839 MiB/sec      1.984 GiB/sec   102.023   {'family_index': 1, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1407, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/8    916.810 MiB/sec      1.762 GiB/sec    96.757    {'family_index': 1, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1270, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/8    890.211 MiB/sec      1.694 GiB/sec    94.853   {'family_index': 1, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1235, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8  95.788M items/sec 184.004M items/sec    92.095                                   {'family_index': 2, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 124, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/8    862.497 MiB/sec      1.616 GiB/sec    91.823 {'family_index': 1, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1200, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/9      1.005 GiB/sec      1.904 GiB/sec    89.431 {'family_index': 1, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1442, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/8 123.065M items/sec 228.755M items/sec    85.881                                       {'family_index': 4, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 8.0, 'null_percent': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/8    930.637 MiB/sec      1.669 GiB/sec    83.659   {'family_index': 0, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1293, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/8      1.034 GiB/sec      1.871 GiB/sec    81.019      {'family_index': 0, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1482, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/8   1004.789 MiB/sec      1.772 GiB/sec    80.538     {'family_index': 0, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1404, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/8    920.819 MiB/sec      1.616 GiB/sec    79.686 {'family_index': 1, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1285, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/8    974.713 MiB/sec      1.669 GiB/sec    75.388   {'family_index': 0, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1363, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8 107.165M items/sec 187.372M items/sec    74.845                                {'family_index': 3, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 143, 'byte_width': 8.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8  72.662M items/sec 114.781M items/sec    57.965                                  {'family_index': 3, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/9    976.180 MiB/sec      1.480 GiB/sec    55.260 {'family_index': 1, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1358, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/9      1.023 GiB/sec      1.581 GiB/sec    54.502   {'family_index': 0, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1466, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/9    992.477 MiB/sec      1.453 GiB/sec    49.957    {'family_index': 1, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1400, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/9    997.679 MiB/sec      1.450 GiB/sec    48.846   {'family_index': 1, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1389, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/9      1.071 GiB/sec      1.581 GiB/sec    47.526   {'family_index': 0, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1538, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/9      1.008 GiB/sec      1.485 GiB/sec    47.328 {'family_index': 1, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1446, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/9      1.003 GiB/sec      1.452 GiB/sec    44.708    {'family_index': 1, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1437, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/9      1.105 GiB/sec      1.568 GiB/sec    41.954     {'family_index': 0, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1587, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/9      1.163 GiB/sec      1.613 GiB/sec    38.639      {'family_index': 0, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1662, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/9      8.884 GiB/sec     12.117 GiB/sec    36.381 {'family_index': 1, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12508, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/9      8.886 GiB/sec     12.075 GiB/sec    35.892 {'family_index': 1, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12716, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/9 134.765M items/sec 182.868M items/sec    35.694                                     {'family_index': 4, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 206, 'byte_width': 9.0, 'null_percent': 0.1}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/8     11.393 GiB/sec     15.091 GiB/sec    32.453     {'family_index': 0, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16510, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/8     11.573 GiB/sec     15.102 GiB/sec    30.496     {'family_index': 0, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16684, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/8      7.740 GiB/sec     10.059 GiB/sec    29.956 {'family_index': 1, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10972, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/8      7.733 GiB/sec      9.915 GiB/sec    28.213 {'family_index': 1, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/8      7.682 GiB/sec      9.765 GiB/sec    27.109   {'family_index': 1, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/9      8.856 GiB/sec     11.180 GiB/sec    26.241   {'family_index': 1, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12571, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/8      7.735 GiB/sec      9.710 GiB/sec    25.530   {'family_index': 1, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11069, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/9 128.606M items/sec 160.249M items/sec    24.604                                      {'family_index': 4, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 209, 'byte_width': 9.0, 'null_percent': 10.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/8     12.033 GiB/sec     14.737 GiB/sec    22.478   {'family_index': 0, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17220, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/8     12.141 GiB/sec     14.761 GiB/sec    21.579   {'family_index': 0, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17343, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/9      8.825 GiB/sec     10.633 GiB/sec    20.489   {'family_index': 1, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12543, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/8      8.300 GiB/sec      9.969 GiB/sec    20.117    {'family_index': 1, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11819, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/9     12.954 GiB/sec     15.192 GiB/sec    17.273     {'family_index': 0, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18572, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/9     13.181 GiB/sec     15.222 GiB/sec    15.490     {'family_index': 0, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18904, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/9      9.344 GiB/sec     10.632 GiB/sec    13.784    {'family_index': 1, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 13291, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/9     13.566 GiB/sec     14.894 GiB/sec     9.789   {'family_index': 0, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19349, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/9     13.603 GiB/sec     14.863 GiB/sec     9.265   {'family_index': 0, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19490, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9 124.390M items/sec 133.566M items/sec     7.377                                  {'family_index': 2, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 9.0, 'null_percent': 10.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/9 116.792M items/sec 124.182M items/sec     6.328                                       {'family_index': 4, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 161, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9 135.860M items/sec 142.524M items/sec     4.905                                 {'family_index': 2, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 180, 'byte_width': 9.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9 131.123M items/sec 137.400M items/sec     4.788                               {'family_index': 3, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 176, 'byte_width': 9.0, 'null_percent': 0.1}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9 220.634M items/sec 230.872M items/sec     4.640                                    {'family_index': 2, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9  97.425M items/sec 101.477M items/sec     4.159                                   {'family_index': 2, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 130, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9 104.830M items/sec 108.346M items/sec     3.354                                {'family_index': 3, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 100, 'byte_width': 9.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9 378.858M items/sec 387.322M items/sec     2.234                                {'family_index': 3, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 506, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9 221.900M items/sec 226.450M items/sec     2.050                                  {'family_index': 3, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/9 248.664M items/sec 253.037M items/sec     1.758                                        {'family_index': 4, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 332, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9 197.730M items/sec 201.173M items/sec     1.741                                  {'family_index': 2, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 264, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9  73.196M items/sec  74.167M items/sec     1.327                                  {'family_index': 3, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 9.0, 'null_percent': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/9 192.545M items/sec 188.138M items/sec    -2.289                                      {'family_index': 4, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 257, 'byte_width': 9.0, 'null_percent': 100.0}

```

### Are these changes tested?

Yes.

### Are there any user-facing changes?

No.

* Closes: #39740

Authored-by: Antoine Pitrou <antoine@python.org>
Signed-off-by: Antoine Pitrou <antoine@python.org>
@amoeba amoeba added the Critical Fix Bugfixes for security vulnerabilities, crashes, or invalid data. label Feb 27, 2024
zanmato1984 pushed a commit to zanmato1984/arrow that referenced this issue Feb 28, 2024
…ntervals (apache#39795)

### Rationale for this change

The filter and take functions were not correctly supported on month_day_nano intervals.

### What changes are included in this PR?

* Expand the primitive filter implementation to handle all possible fixed-width primitive types (including fixed-size binary)
* Expand the take filter implementation to handle all well-known fixed-width primitive types (including month_day_nano, decimal128 and decimal256)
* Add benchmarks for taking and filtering fixed-size binary

These changes allow for very significant performance improvements filtering and taking fixed-size binary data:
```
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Non-regressions: (90)
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
                                              benchmark           baseline          contender  change %                                                                                                                                                                                                                                                                   counters
          FilterFixedSizeBinaryFilterNoNulls/524288/0/8      1.716 GiB/sec     33.814 GiB/sec  1870.862      {'family_index': 0, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2462, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8 380.056M items/sec   7.098G items/sec  1767.491                                {'family_index': 3, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 505, 'byte_width': 8.0, 'null_percent': 100.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/0/9      1.916 GiB/sec     33.721 GiB/sec  1659.766      {'family_index': 0, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2750, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/8    917.713 MiB/sec      9.193 GiB/sec   925.719    {'family_index': 0, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1271, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/8      1.004 GiB/sec      9.374 GiB/sec   833.673   {'family_index': 0, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1440, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/8      1.625 GiB/sec     15.009 GiB/sec   823.442      {'family_index': 0, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2328, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/9   1021.638 MiB/sec      9.126 GiB/sec   814.670    {'family_index': 0, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1428, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/8      1.235 GiB/sec     10.814 GiB/sec   775.869     {'family_index': 0, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1762, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/9      1.123 GiB/sec      9.120 GiB/sec   712.196   {'family_index': 0, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1598, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/9      1.370 GiB/sec     10.499 GiB/sec   666.348     {'family_index': 0, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1958, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/9      1.814 GiB/sec     13.394 GiB/sec   638.343      {'family_index': 0, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2600, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/8     12.155 GiB/sec     77.799 GiB/sec   540.051      {'family_index': 0, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17222, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/9     13.507 GiB/sec     84.361 GiB/sec   524.592      {'family_index': 0, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19469, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/8 194.493M items/sec 732.378M items/sec   276.557                                      {'family_index': 4, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 259, 'byte_width': 8.0, 'null_percent': 100.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8 200.981M items/sec 747.628M items/sec   271.989                                  {'family_index': 2, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 268, 'byte_width': 8.0, 'null_percent': 100.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/8    947.631 MiB/sec      3.318 GiB/sec   258.565    {'family_index': 1, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1329, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/8    911.406 MiB/sec      3.121 GiB/sec   250.677    {'family_index': 1, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1275, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/8      1.045 GiB/sec      3.535 GiB/sec   238.406      {'family_index': 0, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1496, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/8    899.161 MiB/sec      2.915 GiB/sec   232.029   {'family_index': 1, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1260, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/8    829.852 MiB/sec      2.617 GiB/sec   222.914  {'family_index': 1, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1157, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8 234.268M items/sec 752.809M items/sec   221.345                                    {'family_index': 2, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 312, 'byte_width': 8.0, 'null_percent': 0.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/9      1.171 GiB/sec      3.711 GiB/sec   216.957      {'family_index': 0, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1674, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/8 249.393M items/sec 787.274M items/sec   215.676                                        {'family_index': 4, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 333, 'byte_width': 8.0, 'null_percent': 0.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8 234.268M items/sec 736.727M items/sec   214.481                                  {'family_index': 3, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 313, 'byte_width': 8.0, 'null_percent': 0.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/8 134.852M items/sec 423.748M items/sec   214.231                                     {'family_index': 4, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 202, 'byte_width': 8.0, 'null_percent': 0.1}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/8    913.734 MiB/sec      2.599 GiB/sec   191.245 {'family_index': 1, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1292, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8 138.218M items/sec 309.307M items/sec   123.783                                 {'family_index': 2, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 184, 'byte_width': 8.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8 132.755M items/sec 293.027M items/sec   120.727                               {'family_index': 3, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 179, 'byte_width': 8.0, 'null_percent': 0.1}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8 125.492M items/sec 272.996M items/sec   117.540                                  {'family_index': 2, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 174, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/9    926.938 MiB/sec      1.904 GiB/sec   110.379  {'family_index': 1, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1295, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/8 158.754M items/sec 331.106M items/sec   108.565                                      {'family_index': 4, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 167, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/9      1.031 GiB/sec      2.129 GiB/sec   106.621    {'family_index': 1, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1477, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/9   1020.776 MiB/sec      2.056 GiB/sec   106.293    {'family_index': 1, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1430, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/8    890.785 MiB/sec      1.768 GiB/sec   103.293    {'family_index': 1, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1242, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/9   1005.839 MiB/sec      1.984 GiB/sec   102.023   {'family_index': 1, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1407, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/8    916.810 MiB/sec      1.762 GiB/sec    96.757    {'family_index': 1, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1270, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/8    890.211 MiB/sec      1.694 GiB/sec    94.853   {'family_index': 1, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1235, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8  95.788M items/sec 184.004M items/sec    92.095                                   {'family_index': 2, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 124, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/8    862.497 MiB/sec      1.616 GiB/sec    91.823 {'family_index': 1, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1200, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/9      1.005 GiB/sec      1.904 GiB/sec    89.431 {'family_index': 1, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1442, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/8 123.065M items/sec 228.755M items/sec    85.881                                       {'family_index': 4, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 8.0, 'null_percent': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/8    930.637 MiB/sec      1.669 GiB/sec    83.659   {'family_index': 0, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1293, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/8      1.034 GiB/sec      1.871 GiB/sec    81.019      {'family_index': 0, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1482, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/8   1004.789 MiB/sec      1.772 GiB/sec    80.538     {'family_index': 0, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1404, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/8    920.819 MiB/sec      1.616 GiB/sec    79.686 {'family_index': 1, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1285, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/8    974.713 MiB/sec      1.669 GiB/sec    75.388   {'family_index': 0, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1363, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8 107.165M items/sec 187.372M items/sec    74.845                                {'family_index': 3, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 143, 'byte_width': 8.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8  72.662M items/sec 114.781M items/sec    57.965                                  {'family_index': 3, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/9    976.180 MiB/sec      1.480 GiB/sec    55.260 {'family_index': 1, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1358, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/9      1.023 GiB/sec      1.581 GiB/sec    54.502   {'family_index': 0, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1466, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/9    992.477 MiB/sec      1.453 GiB/sec    49.957    {'family_index': 1, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1400, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/9    997.679 MiB/sec      1.450 GiB/sec    48.846   {'family_index': 1, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1389, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/9      1.071 GiB/sec      1.581 GiB/sec    47.526   {'family_index': 0, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1538, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/9      1.008 GiB/sec      1.485 GiB/sec    47.328 {'family_index': 1, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1446, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/9      1.003 GiB/sec      1.452 GiB/sec    44.708    {'family_index': 1, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1437, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/9      1.105 GiB/sec      1.568 GiB/sec    41.954     {'family_index': 0, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1587, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/9      1.163 GiB/sec      1.613 GiB/sec    38.639      {'family_index': 0, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1662, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/9      8.884 GiB/sec     12.117 GiB/sec    36.381 {'family_index': 1, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12508, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/9      8.886 GiB/sec     12.075 GiB/sec    35.892 {'family_index': 1, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12716, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/9 134.765M items/sec 182.868M items/sec    35.694                                     {'family_index': 4, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 206, 'byte_width': 9.0, 'null_percent': 0.1}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/8     11.393 GiB/sec     15.091 GiB/sec    32.453     {'family_index': 0, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16510, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/8     11.573 GiB/sec     15.102 GiB/sec    30.496     {'family_index': 0, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16684, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/8      7.740 GiB/sec     10.059 GiB/sec    29.956 {'family_index': 1, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10972, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/8      7.733 GiB/sec      9.915 GiB/sec    28.213 {'family_index': 1, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/8      7.682 GiB/sec      9.765 GiB/sec    27.109   {'family_index': 1, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/9      8.856 GiB/sec     11.180 GiB/sec    26.241   {'family_index': 1, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12571, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/8      7.735 GiB/sec      9.710 GiB/sec    25.530   {'family_index': 1, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11069, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/9 128.606M items/sec 160.249M items/sec    24.604                                      {'family_index': 4, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 209, 'byte_width': 9.0, 'null_percent': 10.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/8     12.033 GiB/sec     14.737 GiB/sec    22.478   {'family_index': 0, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17220, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/8     12.141 GiB/sec     14.761 GiB/sec    21.579   {'family_index': 0, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17343, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/9      8.825 GiB/sec     10.633 GiB/sec    20.489   {'family_index': 1, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12543, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/8      8.300 GiB/sec      9.969 GiB/sec    20.117    {'family_index': 1, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11819, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/9     12.954 GiB/sec     15.192 GiB/sec    17.273     {'family_index': 0, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18572, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/9     13.181 GiB/sec     15.222 GiB/sec    15.490     {'family_index': 0, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18904, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/9      9.344 GiB/sec     10.632 GiB/sec    13.784    {'family_index': 1, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 13291, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/9     13.566 GiB/sec     14.894 GiB/sec     9.789   {'family_index': 0, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19349, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/9     13.603 GiB/sec     14.863 GiB/sec     9.265   {'family_index': 0, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19490, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9 124.390M items/sec 133.566M items/sec     7.377                                  {'family_index': 2, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 9.0, 'null_percent': 10.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/9 116.792M items/sec 124.182M items/sec     6.328                                       {'family_index': 4, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 161, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9 135.860M items/sec 142.524M items/sec     4.905                                 {'family_index': 2, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 180, 'byte_width': 9.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9 131.123M items/sec 137.400M items/sec     4.788                               {'family_index': 3, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 176, 'byte_width': 9.0, 'null_percent': 0.1}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9 220.634M items/sec 230.872M items/sec     4.640                                    {'family_index': 2, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9  97.425M items/sec 101.477M items/sec     4.159                                   {'family_index': 2, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 130, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9 104.830M items/sec 108.346M items/sec     3.354                                {'family_index': 3, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 100, 'byte_width': 9.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9 378.858M items/sec 387.322M items/sec     2.234                                {'family_index': 3, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 506, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9 221.900M items/sec 226.450M items/sec     2.050                                  {'family_index': 3, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/9 248.664M items/sec 253.037M items/sec     1.758                                        {'family_index': 4, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 332, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9 197.730M items/sec 201.173M items/sec     1.741                                  {'family_index': 2, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 264, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9  73.196M items/sec  74.167M items/sec     1.327                                  {'family_index': 3, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 9.0, 'null_percent': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/9 192.545M items/sec 188.138M items/sec    -2.289                                      {'family_index': 4, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 257, 'byte_width': 9.0, 'null_percent': 100.0}

```

### Are these changes tested?

Yes.

### Are there any user-facing changes?

No.

* Closes: apache#39740

Authored-by: Antoine Pitrou <antoine@python.org>
Signed-off-by: Antoine Pitrou <antoine@python.org>
thisisnic pushed a commit to thisisnic/arrow that referenced this issue Mar 8, 2024
…ntervals (apache#39795)

### Rationale for this change

The filter and take functions were not correctly supported on month_day_nano intervals.

### What changes are included in this PR?

* Expand the primitive filter implementation to handle all possible fixed-width primitive types (including fixed-size binary)
* Expand the take filter implementation to handle all well-known fixed-width primitive types (including month_day_nano, decimal128 and decimal256)
* Add benchmarks for taking and filtering fixed-size binary

These changes allow for very significant performance improvements filtering and taking fixed-size binary data:
```
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
Non-regressions: (90)
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
                                              benchmark           baseline          contender  change %                                                                                                                                                                                                                                                                   counters
          FilterFixedSizeBinaryFilterNoNulls/524288/0/8      1.716 GiB/sec     33.814 GiB/sec  1870.862      {'family_index': 0, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2462, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8 380.056M items/sec   7.098G items/sec  1767.491                                {'family_index': 3, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 505, 'byte_width': 8.0, 'null_percent': 100.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/0/9      1.916 GiB/sec     33.721 GiB/sec  1659.766      {'family_index': 0, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2750, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/8    917.713 MiB/sec      9.193 GiB/sec   925.719    {'family_index': 0, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1271, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/8      1.004 GiB/sec      9.374 GiB/sec   833.673   {'family_index': 0, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1440, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/8      1.625 GiB/sec     15.009 GiB/sec   823.442      {'family_index': 0, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2328, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/9/9   1021.638 MiB/sec      9.126 GiB/sec   814.670    {'family_index': 0, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1428, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/8      1.235 GiB/sec     10.814 GiB/sec   775.869     {'family_index': 0, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1762, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
         FilterFixedSizeBinaryFilterNoNulls/524288/12/9      1.123 GiB/sec      9.120 GiB/sec   712.196   {'family_index': 0, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1598, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/6/9      1.370 GiB/sec     10.499 GiB/sec   666.348     {'family_index': 0, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1958, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/3/9      1.814 GiB/sec     13.394 GiB/sec   638.343      {'family_index': 0, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 2600, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/8     12.155 GiB/sec     77.799 GiB/sec   540.051      {'family_index': 0, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17222, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/2/9     13.507 GiB/sec     84.361 GiB/sec   524.592      {'family_index': 0, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19469, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 1.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/8 194.493M items/sec 732.378M items/sec   276.557                                      {'family_index': 4, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 259, 'byte_width': 8.0, 'null_percent': 100.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8 200.981M items/sec 747.628M items/sec   271.989                                  {'family_index': 2, 'per_family_instance_index': 6, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 268, 'byte_width': 8.0, 'null_percent': 100.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/8    947.631 MiB/sec      3.318 GiB/sec   258.565    {'family_index': 1, 'per_family_instance_index': 0, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1329, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/8    911.406 MiB/sec      3.121 GiB/sec   250.677    {'family_index': 1, 'per_family_instance_index': 6, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1275, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/8      1.045 GiB/sec      3.535 GiB/sec   238.406      {'family_index': 0, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1496, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/8    899.161 MiB/sec      2.915 GiB/sec   232.029   {'family_index': 1, 'per_family_instance_index': 12, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1260, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/8    829.852 MiB/sec      2.617 GiB/sec   222.914  {'family_index': 1, 'per_family_instance_index': 18, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1157, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8 234.268M items/sec 752.809M items/sec   221.345                                    {'family_index': 2, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 312, 'byte_width': 8.0, 'null_percent': 0.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/1/9      1.171 GiB/sec      3.711 GiB/sec   216.957      {'family_index': 0, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1674, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 0.0, 'select%': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/8 249.393M items/sec 787.274M items/sec   215.676                                        {'family_index': 4, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 333, 'byte_width': 8.0, 'null_percent': 0.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8 234.268M items/sec 736.727M items/sec   214.481                                  {'family_index': 3, 'per_family_instance_index': 8, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 313, 'byte_width': 8.0, 'null_percent': 0.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/8 134.852M items/sec 423.748M items/sec   214.231                                     {'family_index': 4, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 202, 'byte_width': 8.0, 'null_percent': 0.1}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/8    913.734 MiB/sec      2.599 GiB/sec   191.245 {'family_index': 1, 'per_family_instance_index': 24, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1292, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8 138.218M items/sec 309.307M items/sec   123.783                                 {'family_index': 2, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 184, 'byte_width': 8.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8 132.755M items/sec 293.027M items/sec   120.727                               {'family_index': 3, 'per_family_instance_index': 0, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 179, 'byte_width': 8.0, 'null_percent': 0.1}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8 125.492M items/sec 272.996M items/sec   117.540                                  {'family_index': 2, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 174, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/9/9    926.938 MiB/sec      1.904 GiB/sec   110.379  {'family_index': 1, 'per_family_instance_index': 19, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/9/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1295, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 99.9}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/8 158.754M items/sec 331.106M items/sec   108.565                                      {'family_index': 4, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 167, 'byte_width': 8.0, 'null_percent': 10.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/0/9      1.031 GiB/sec      2.129 GiB/sec   106.621    {'family_index': 1, 'per_family_instance_index': 1, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1477, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/3/9   1020.776 MiB/sec      2.056 GiB/sec   106.293    {'family_index': 1, 'per_family_instance_index': 7, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/3/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1430, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/8    890.785 MiB/sec      1.768 GiB/sec   103.293    {'family_index': 1, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1242, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/6/9   1005.839 MiB/sec      1.984 GiB/sec   102.023   {'family_index': 1, 'per_family_instance_index': 13, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/6/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1407, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 99.9}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/8    916.810 MiB/sec      1.762 GiB/sec    96.757    {'family_index': 1, 'per_family_instance_index': 2, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1270, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/8    890.211 MiB/sec      1.694 GiB/sec    94.853   {'family_index': 1, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1235, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8  95.788M items/sec 184.004M items/sec    92.095                                   {'family_index': 2, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 124, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/8    862.497 MiB/sec      1.616 GiB/sec    91.823 {'family_index': 1, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1200, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/12/9      1.005 GiB/sec      1.904 GiB/sec    89.431 {'family_index': 1, 'per_family_instance_index': 25, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/12/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1442, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 99.9}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/8 123.065M items/sec 228.755M items/sec    85.881                                       {'family_index': 4, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 8.0, 'null_percent': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/8    930.637 MiB/sec      1.669 GiB/sec    83.659   {'family_index': 0, 'per_family_instance_index': 20, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1293, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/8      1.034 GiB/sec      1.871 GiB/sec    81.019      {'family_index': 0, 'per_family_instance_index': 8, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1482, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/8   1004.789 MiB/sec      1.772 GiB/sec    80.538     {'family_index': 0, 'per_family_instance_index': 14, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1404, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/8    920.819 MiB/sec      1.616 GiB/sec    79.686 {'family_index': 1, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1285, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/8    974.713 MiB/sec      1.669 GiB/sec    75.388   {'family_index': 0, 'per_family_instance_index': 26, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1363, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8 107.165M items/sec 187.372M items/sec    74.845                                {'family_index': 3, 'per_family_instance_index': 2, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 143, 'byte_width': 8.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8  72.662M items/sec 114.781M items/sec    57.965                                  {'family_index': 3, 'per_family_instance_index': 4, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 8.0, 'null_percent': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/10/9    976.180 MiB/sec      1.480 GiB/sec    55.260 {'family_index': 1, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1358, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/10/9      1.023 GiB/sec      1.581 GiB/sec    54.502   {'family_index': 0, 'per_family_instance_index': 21, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1466, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/4/9    992.477 MiB/sec      1.453 GiB/sec    49.957    {'family_index': 1, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1400, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/7/9    997.679 MiB/sec      1.450 GiB/sec    48.846   {'family_index': 1, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1389, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 50.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/13/9      1.071 GiB/sec      1.581 GiB/sec    47.526   {'family_index': 0, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1538, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/13/9      1.008 GiB/sec      1.485 GiB/sec    47.328 {'family_index': 1, 'per_family_instance_index': 27, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/13/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1446, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 50.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/1/9      1.003 GiB/sec      1.452 GiB/sec    44.708    {'family_index': 1, 'per_family_instance_index': 3, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1437, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/7/9      1.105 GiB/sec      1.568 GiB/sec    41.954     {'family_index': 0, 'per_family_instance_index': 15, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/7/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1587, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 50.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/4/9      1.163 GiB/sec      1.613 GiB/sec    38.639      {'family_index': 0, 'per_family_instance_index': 9, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/4/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 1662, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 50.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/9      8.884 GiB/sec     12.117 GiB/sec    36.381 {'family_index': 1, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12508, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/9      8.886 GiB/sec     12.075 GiB/sec    35.892 {'family_index': 1, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12716, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
      TakeFixedSizeBinaryMonotonicIndices/524288/1000/9 134.765M items/sec 182.868M items/sec    35.694                                     {'family_index': 4, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 206, 'byte_width': 9.0, 'null_percent': 0.1}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/8     11.393 GiB/sec     15.091 GiB/sec    32.453     {'family_index': 0, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16510, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/8     11.573 GiB/sec     15.102 GiB/sec    30.496     {'family_index': 0, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 16684, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/11/8      7.740 GiB/sec     10.059 GiB/sec    29.956 {'family_index': 1, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10972, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 5.0, 'select%': 1.0}
       FilterFixedSizeBinaryFilterWithNulls/524288/14/8      7.733 GiB/sec      9.915 GiB/sec    28.213 {'family_index': 1, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/8      7.682 GiB/sec      9.765 GiB/sec    27.109   {'family_index': 1, 'per_family_instance_index': 10, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 10991, 'byte_width': 8.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/9      8.856 GiB/sec     11.180 GiB/sec    26.241   {'family_index': 1, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12571, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/8/8      7.735 GiB/sec      9.710 GiB/sec    25.530   {'family_index': 1, 'per_family_instance_index': 16, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/8/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11069, 'byte_width': 8.0, 'data null%': 1.0, 'mask null%': 5.0, 'select%': 1.0}
        TakeFixedSizeBinaryMonotonicIndices/524288/10/9 128.606M items/sec 160.249M items/sec    24.604                                      {'family_index': 4, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 209, 'byte_width': 9.0, 'null_percent': 10.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/8     12.033 GiB/sec     14.737 GiB/sec    22.478   {'family_index': 0, 'per_family_instance_index': 22, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17220, 'byte_width': 8.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/8     12.141 GiB/sec     14.761 GiB/sec    21.579   {'family_index': 0, 'per_family_instance_index': 28, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 17343, 'byte_width': 8.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/5/9      8.825 GiB/sec     10.633 GiB/sec    20.489   {'family_index': 1, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 12543, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 5.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/8      8.300 GiB/sec      9.969 GiB/sec    20.117    {'family_index': 1, 'per_family_instance_index': 4, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/8', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 11819, 'byte_width': 8.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/5/9     12.954 GiB/sec     15.192 GiB/sec    17.273     {'family_index': 0, 'per_family_instance_index': 11, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/5/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18572, 'byte_width': 9.0, 'data null%': 0.1, 'mask null%': 0.0, 'select%': 1.0}
          FilterFixedSizeBinaryFilterNoNulls/524288/8/9     13.181 GiB/sec     15.222 GiB/sec    15.490     {'family_index': 0, 'per_family_instance_index': 17, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/8/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 18904, 'byte_width': 9.0, 'data null%': 1.0, 'mask null%': 0.0, 'select%': 1.0}
        FilterFixedSizeBinaryFilterWithNulls/524288/2/9      9.344 GiB/sec     10.632 GiB/sec    13.784    {'family_index': 1, 'per_family_instance_index': 5, 'run_name': 'FilterFixedSizeBinaryFilterWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 13291, 'byte_width': 9.0, 'data null%': 0.0, 'mask null%': 5.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/11/9     13.566 GiB/sec     14.894 GiB/sec     9.789   {'family_index': 0, 'per_family_instance_index': 23, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/11/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19349, 'byte_width': 9.0, 'data null%': 10.0, 'mask null%': 0.0, 'select%': 1.0}
         FilterFixedSizeBinaryFilterNoNulls/524288/14/9     13.603 GiB/sec     14.863 GiB/sec     9.265   {'family_index': 0, 'per_family_instance_index': 29, 'run_name': 'FilterFixedSizeBinaryFilterNoNulls/524288/14/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 19490, 'byte_width': 9.0, 'data null%': 90.0, 'mask null%': 0.0, 'select%': 1.0}
    TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9 124.390M items/sec 133.566M items/sec     7.377                                  {'family_index': 2, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 164, 'byte_width': 9.0, 'null_percent': 10.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/2/9 116.792M items/sec 124.182M items/sec     6.328                                       {'family_index': 4, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 161, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9 135.860M items/sec 142.524M items/sec     4.905                                 {'family_index': 2, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 180, 'byte_width': 9.0, 'null_percent': 0.1}
TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9 131.123M items/sec 137.400M items/sec     4.788                               {'family_index': 3, 'per_family_instance_index': 1, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1000/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 176, 'byte_width': 9.0, 'null_percent': 0.1}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9 220.634M items/sec 230.872M items/sec     4.640                                    {'family_index': 2, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9  97.425M items/sec 101.477M items/sec     4.159                                   {'family_index': 2, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 130, 'byte_width': 9.0, 'null_percent': 50.0}
  TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9 104.830M items/sec 108.346M items/sec     3.354                                {'family_index': 3, 'per_family_instance_index': 3, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/10/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 100, 'byte_width': 9.0, 'null_percent': 10.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9 378.858M items/sec 387.322M items/sec     2.234                                {'family_index': 3, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 506, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9 221.900M items/sec 226.450M items/sec     2.050                                  {'family_index': 3, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 295, 'byte_width': 9.0, 'null_percent': 0.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/0/9 248.664M items/sec 253.037M items/sec     1.758                                        {'family_index': 4, 'per_family_instance_index': 9, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/0/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 332, 'byte_width': 9.0, 'null_percent': 0.0}
     TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9 197.730M items/sec 201.173M items/sec     1.741                                  {'family_index': 2, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryRandomIndicesNoNulls/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 264, 'byte_width': 9.0, 'null_percent': 100.0}
   TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9  73.196M items/sec  74.167M items/sec     1.327                                  {'family_index': 3, 'per_family_instance_index': 5, 'run_name': 'TakeFixedSizeBinaryRandomIndicesWithNulls/524288/2/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 96, 'byte_width': 9.0, 'null_percent': 50.0}
         TakeFixedSizeBinaryMonotonicIndices/524288/1/9 192.545M items/sec 188.138M items/sec    -2.289                                      {'family_index': 4, 'per_family_instance_index': 7, 'run_name': 'TakeFixedSizeBinaryMonotonicIndices/524288/1/9', 'repetitions': 1, 'repetition_index': 0, 'threads': 1, 'iterations': 257, 'byte_width': 9.0, 'null_percent': 100.0}

```

### Are these changes tested?

Yes.

### Are there any user-facing changes?

No.

* Closes: apache#39740

Authored-by: Antoine Pitrou <antoine@python.org>
Signed-off-by: Antoine Pitrou <antoine@python.org>
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