Add "Extended" clickbench queries

[alamb]

Which issue does this PR close?

Closes #8860

Rationale for this change

I would like to have benchmarks that allow us to show improvements such as #8827 and #8849 are significant

What changes are included in this PR?

Add new "Extended" datafusion specific clickbench queries:

to run:

./benchmarks/bench.sh run clickbench_extended

Example:

***************************
DataFusion Benchmark Script
COMMAND: run
BENCHMARK: clickbench_extended
DATAFUSION_DIR: /Users/andrewlamb/Software/arrow-datafusion/benchmarks/..
BRACH_NAME: alamb_clickbench_extended
DATA_DIR: /Users/andrewlamb/Software/arrow-datafusion/benchmarks/data
RESULTS_DIR: /Users/andrewlamb/Software/arrow-datafusion/benchmarks/results/alamb_clickbench_extended
CARGO_COMMAND: cargo run --profile release-nonlto
***************************
RESULTS_FILE: /Users/andrewlamb/Software/arrow-datafusion/benchmarks/results/alamb_clickbench_extended/clickbench_extended.json
Running clickbench (1 file) extended benchmark...
   Compiling datafusion-benchmarks v34.0.0 (/Users/andrewlamb/Software/arrow-datafusion/benchmarks)
     Running `/Users/andrewlamb/Software/arrow-datafusion/target/release-nonlto/dfbench clickbench --iterations 5 --path /Users/andrewlamb/Software/ar
row-datafusion/benchmarks/data/hits.parquet --queries-path /Users/andrewlamb/Software/arrow-datafusion/benchmarks/queries/clickbench/extended.sql -o /Users/andrewlamb/Software/arrow-datafusion/benchmarks/results/alamb_clickbench_extended/clickbench_extended.json`
Running benchmarks with the following options: RunOpt { query: None, common: CommonOpt { iterations: 5, partitions: None, batch_size: 8192, debug: false }, path: "/Users/andrewlamb/Software/arrow-datafusion/benchmarks/data/hits.parquet", queries_path: "/Users/andrewlamb/Software/arrow-datafusion/benchmarks/queries/clickbench/extended.sql", output_path: Some("/Users/andrewlamb/Software/arrow-datafusion/benchmarks/results/alamb_clickbench_extended/clickbench_extended.json") }
Q0: SELECT COUNT(DISTINCT "SearchPhrase"), COUNT(DISTINCT "MobilePhone"), COUNT(DISTINCT "MobilePhoneModel") FROM hits;
Query 0 iteration 0 took 5614.0 ms and returned 1 rows
Query 0 iteration 1 took 5652.6 ms and returned 1 rows
Query 0 iteration 2 took 5554.3 ms and returned 1 rows
Query 0 iteration 3 took 5511.4 ms and returned 1 rows
Query 0 iteration 4 took 5554.3 ms and returned 1 rows
Done

Are these changes tested?

I tested this (and clickbench_1) manually

Are there any user-facing changes?

this is a development tool only

[alamb]

Thank you for the review @andygrove

[Dandandan]

Thank you @alamb