arrow

ARROW-11362:[Rust][DataFusion] Use iterator APIs in to_array_of_size to improve performance

This function `to_array_of_size` is about 8.3% of total instructions in the db-benchmark (aggregation) queries.

This uses the PR https://github.com/apache/arrow/pull/9293

The case of converting an int32 to an array improved by ~5x according to the microbenchmark:

```
to_array_of_size 100000 time:   [55.501 us 55.627 us 55.809 us]
                        change: [-82.457% -82.384% -82.299%] (p = 0.00 < 0.05)
                        Performance has improved.
Found 3 outliers among 100 measurements (3.00%)
  2 (2.00%) high mild
  1 (1.00%) high severe
```

And on TCPH query 1 (SF=1, 16 partitions).

PR:

```
Query 1 iteration 0 took 90.8 ms
Query 1 iteration 1 took 106.6 ms
Query 1 iteration 2 took 101.1 ms
Query 1 iteration 3 took 101.5 ms
Query 1 iteration 4 took 96.9 ms
Query 1 iteration 5 took 100.3 ms
Query 1 iteration 6 took 99.6 ms
Query 1 iteration 7 took 100.4 ms
Query 1 iteration 8 took 104.2 ms
Query 1 iteration 9 took 100.3 ms
Query 1 avg time: 100.18 ms
```
Master:
```
Query 1 iteration 0 took 121.1 ms
Query 1 iteration 1 took 123.4 ms
Query 1 iteration 2 took 121.0 ms
Query 1 iteration 3 took 121.0 ms
Query 1 iteration 4 took 123.0 ms
Query 1 iteration 5 took 121.7 ms
Query 1 iteration 6 took 121.7 ms
Query 1 iteration 7 took 120.2 ms
Query 1 iteration 8 took 119.7 ms
Query 1 iteration 9 took 121.4 ms
Query 1 avg time: 121.43 ms
```

Closes #9305 from Dandandan/to_array_of_size_perf

Lead-authored-by: Heres, Daniel <danielheres@gmail.com>
Co-authored-by: Jorge C. Leitao <jorgecarleitao@gmail.com>
Co-authored-by: Andrew Lamb <andrew@nerdnetworks.org>
Co-authored-by: Sutou Kouhei <kou@clear-code.com>
Co-authored-by: Neville Dipale <nevilledips@gmail.com>
Co-authored-by: Dmitry Patsura <zaets28rus@gmail.com>
Co-authored-by: Yibo Cai <yibo.cai@arm.com>
Co-authored-by: Daniël Heres <danielheres@gmail.com>
Co-authored-by: Kenta Murata <mrkn@mrkn.jp>
Co-authored-by: Mahmut Bulut <vertexclique@gmail.com>
Co-authored-by: Yordan Pavlov <yordan.pavlov@outlook.com>
Co-authored-by: Max Burke <max@urbanlogiq.com>
Co-authored-by: Ryan Jennings <ryan@ryanj.net>
Co-authored-by: Benjamin Kietzman <bengilgit@gmail.com>
Co-authored-by: Jörn Horstmann <joern.horstmann@signavio.com>
Co-authored-by: Krisztián Szűcs <szucs.krisztian@gmail.com>
Co-authored-by: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Co-authored-by: Johannes Müller <JohannesMueller@fico.com>
Co-authored-by: mqy <meng.qingyou@gmail.com>
Co-authored-by: Maarten A. Breddels <maartenbreddels@gmail.com>
Co-authored-by: Antoine Pitrou <antoine@python.org>
Co-authored-by: Matt Brubeck <mbrubeck@limpet.net>
Co-authored-by: Weston Pace <weston.pace@gmail.com>
Signed-off-by: Jorge C. Leitao <jorgecarleitao@gmail.com>