chore: Add TPCDS benchmarks

[comphead]

Which issue does this PR close?

• Closes #.

This is PR instead of accidentally rebased #18985
Also

• fixing Q30 as there is a reference to non existent column
• adding TPCH, TPCDS scripts to compare results between branches and documentation

Rationale for this change

What changes are included in this PR?

Are these changes tested?

Are there any user-facing changes?

[comphead]

Thanks @Dandandan for the review

[mbutrovich]

I ran this on main after cloning the data from datafusion-benchmarks and a bunch of queries return 0 rows which, without looking at the TPC-DS spec yet, smells wrong to me. Is that expected behavior?

PREFER_HASH_JOIN=false DATA_DIR=/Users/matt/git/datafusion-benchmarks/tpcds/data/sf1 ./bench.sh run tpcds | grep ' 0 rows'
+ cargo run --release --bin dfbench -- tpcds --iterations 5 --path /Users/matt/git/datafusion-benchmarks/tpcds/data/sf1 --query_path ../datafusion/core/tests/tpc-ds --prefer_hash_join false -o /Users/matt/git/datafusion/benchmarks/results/main/tpcds_sf1.json
warning: unused import: `assert_or_internal_err`
  --> datafusion/expr/src/udf.rs:29:38
   |
29 |     ExprSchema, Result, ScalarValue, assert_or_internal_err, not_impl_err,
   |                                      ^^^^^^^^^^^^^^^^^^^^^^
   |
   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default

warning: `datafusion-expr` (lib) generated 1 warning (run `cargo fix --lib -p datafusion-expr` to apply 1 suggestion)
    Finished `release` profile [optimized] target(s) in 0.14s
     Running `/Users/matt/git/datafusion/target/release/dfbench tpcds --iterations 5 --path /Users/matt/git/datafusion-benchmarks/tpcds/data/sf1 --query_path ../datafusion/core/tests/tpc-ds --prefer_hash_join false -o /Users/matt/git/datafusion/benchmarks/results/main/tpcds_sf1.json`
Query 1 iteration 0 took 105.5 ms and returned 0 rows
Query 1 iteration 1 took 47.1 ms and returned 0 rows
Query 1 iteration 2 took 46.4 ms and returned 0 rows
Query 1 iteration 3 took 47.7 ms and returned 0 rows
Query 1 iteration 4 took 46.2 ms and returned 0 rows
Query 7 iteration 0 took 168.0 ms and returned 0 rows
Query 7 iteration 1 took 165.2 ms and returned 0 rows
Query 7 iteration 2 took 163.4 ms and returned 0 rows
Query 7 iteration 3 took 166.2 ms and returned 0 rows
Query 7 iteration 4 took 164.8 ms and returned 0 rows
Query 8 iteration 0 took 83.8 ms and returned 0 rows
Query 8 iteration 1 took 76.2 ms and returned 0 rows
Query 8 iteration 2 took 81.6 ms and returned 0 rows
Query 8 iteration 3 took 79.8 ms and returned 0 rows
Query 8 iteration 4 took 80.5 ms and returned 0 rows
Query 12 iteration 0 took 40.9 ms and returned 0 rows
Query 12 iteration 1 took 41.5 ms and returned 0 rows
Query 12 iteration 2 took 41.6 ms and returned 0 rows
Query 12 iteration 3 took 41.8 ms and returned 0 rows
Query 12 iteration 4 took 43.2 ms and returned 0 rows
Query 18 iteration 0 took 210.5 ms and returned 0 rows
Query 18 iteration 1 took 204.0 ms and returned 0 rows
Query 18 iteration 2 took 205.4 ms and returned 0 rows
Query 18 iteration 3 took 207.6 ms and returned 0 rows
Query 18 iteration 4 took 199.7 ms and returned 0 rows
Query 20 iteration 0 took 54.6 ms and returned 0 rows
Query 20 iteration 1 took 54.6 ms and returned 0 rows
Query 20 iteration 2 took 55.1 ms and returned 0 rows
Query 20 iteration 3 took 53.8 ms and returned 0 rows
Query 20 iteration 4 took 54.3 ms and returned 0 rows
Query 23 iteration 0 took 889.9 ms and returned 0 rows
Query 23 iteration 1 took 858.8 ms and returned 0 rows
Query 23 iteration 2 took 797.3 ms and returned 0 rows
Query 23 iteration 3 took 771.9 ms and returned 0 rows
Query 23 iteration 4 took 777.0 ms and returned 0 rows
Query 24 iteration 0 took 432.4 ms and returned 0 rows
Query 24 iteration 1 took 420.7 ms and returned 0 rows
Query 24 iteration 2 took 436.1 ms and returned 0 rows
Query 24 iteration 3 took 434.2 ms and returned 0 rows
Query 24 iteration 4 took 441.7 ms and returned 0 rows
Query 25 iteration 0 took 203.0 ms and returned 0 rows
Query 25 iteration 1 took 195.8 ms and returned 0 rows
Query 25 iteration 2 took 199.9 ms and returned 0 rows
Query 25 iteration 3 took 199.3 ms and returned 0 rows
Query 25 iteration 4 took 204.6 ms and returned 0 rows
Query 26 iteration 0 took 137.3 ms and returned 0 rows
Query 26 iteration 1 took 136.3 ms and returned 0 rows
Query 26 iteration 2 took 136.5 ms and returned 0 rows
Query 26 iteration 3 took 138.7 ms and returned 0 rows
Query 26 iteration 4 took 135.5 ms and returned 0 rows
Query 27 iteration 0 took 159.2 ms and returned 0 rows
Query 27 iteration 1 took 167.1 ms and returned 0 rows
Query 27 iteration 2 took 158.8 ms and returned 0 rows
Query 27 iteration 3 took 158.9 ms and returned 0 rows
Query 27 iteration 4 took 159.5 ms and returned 0 rows
Query 29 iteration 0 took 162.2 ms and returned 0 rows
Query 29 iteration 1 took 165.2 ms and returned 0 rows
Query 29 iteration 2 took 170.9 ms and returned 0 rows
Query 29 iteration 3 took 163.9 ms and returned 0 rows
Query 29 iteration 4 took 167.2 ms and returned 0 rows
Query 33 iteration 0 took 89.2 ms and returned 0 rows
Query 33 iteration 1 took 88.3 ms and returned 0 rows
Query 33 iteration 2 took 89.4 ms and returned 0 rows
Query 33 iteration 3 took 86.6 ms and returned 0 rows
Query 33 iteration 4 took 89.8 ms and returned 0 rows
Query 34 iteration 0 took 73.6 ms and returned 0 rows
Query 34 iteration 1 took 74.0 ms and returned 0 rows
Query 34 iteration 2 took 73.4 ms and returned 0 rows
Query 34 iteration 3 took 73.3 ms and returned 0 rows
Query 34 iteration 4 took 73.8 ms and returned 0 rows
Query 36 iteration 0 took 112.7 ms and returned 0 rows
Query 36 iteration 1 took 117.4 ms and returned 0 rows
Query 36 iteration 2 took 113.9 ms and returned 0 rows
Query 36 iteration 3 took 116.0 ms and returned 0 rows
Query 36 iteration 4 took 113.3 ms and returned 0 rows
Query 37 iteration 0 took 58.2 ms and returned 0 rows
Query 37 iteration 1 took 56.9 ms and returned 0 rows
Query 37 iteration 2 took 55.8 ms and returned 0 rows
Query 37 iteration 3 took 55.1 ms and returned 0 rows
Query 37 iteration 4 took 57.9 ms and returned 0 rows
Query 41 iteration 0 took 10.3 ms and returned 0 rows
Query 41 iteration 1 took 10.0 ms and returned 0 rows
Query 41 iteration 2 took 11.2 ms and returned 0 rows
Query 41 iteration 3 took 10.5 ms and returned 0 rows
Query 41 iteration 4 took 9.3 ms and returned 0 rows
Query 43 iteration 0 took 64.7 ms and returned 0 rows
Query 43 iteration 1 took 64.6 ms and returned 0 rows
Query 43 iteration 2 took 62.5 ms and returned 0 rows
Query 43 iteration 3 took 63.3 ms and returned 0 rows
Query 43 iteration 4 took 66.9 ms and returned 0 rows
Query 44 iteration 0 took 10.8 ms and returned 0 rows
Query 44 iteration 1 took 10.4 ms and returned 0 rows
Query 44 iteration 2 took 10.4 ms and returned 0 rows
Query 44 iteration 3 took 10.8 ms and returned 0 rows
Query 44 iteration 4 took 10.1 ms and returned 0 rows
Query 46 iteration 0 took 135.1 ms and returned 0 rows
Query 46 iteration 1 took 136.6 ms and returned 0 rows
Query 46 iteration 2 took 136.8 ms and returned 0 rows
Query 46 iteration 3 took 141.5 ms and returned 0 rows
Query 46 iteration 4 took 135.5 ms and returned 0 rows
Query 53 iteration 0 took 71.2 ms and returned 0 rows
Query 53 iteration 1 took 69.7 ms and returned 0 rows
Query 53 iteration 2 took 72.0 ms and returned 0 rows
Query 53 iteration 3 took 69.8 ms and returned 0 rows
Query 53 iteration 4 took 71.0 ms and returned 0 rows
Query 54 iteration 0 took 114.6 ms and returned 0 rows
Query 54 iteration 1 took 118.3 ms and returned 0 rows
Query 54 iteration 2 took 115.2 ms and returned 0 rows
Query 54 iteration 3 took 115.2 ms and returned 0 rows
Query 54 iteration 4 took 115.1 ms and returned 0 rows
Query 56 iteration 0 took 87.4 ms and returned 0 rows
Query 56 iteration 1 took 87.0 ms and returned 0 rows
Query 56 iteration 2 took 91.8 ms and returned 0 rows
Query 56 iteration 3 took 89.4 ms and returned 0 rows
Query 56 iteration 4 took 88.3 ms and returned 0 rows
Query 60 iteration 0 took 86.6 ms and returned 0 rows
Query 60 iteration 1 took 95.4 ms and returned 0 rows
Query 60 iteration 2 took 89.9 ms and returned 0 rows
Query 60 iteration 3 took 90.6 ms and returned 0 rows
Query 60 iteration 4 took 91.3 ms and returned 0 rows
Query 63 iteration 0 took 72.7 ms and returned 0 rows
Query 63 iteration 1 took 70.6 ms and returned 0 rows
Query 63 iteration 2 took 72.4 ms and returned 0 rows
Query 63 iteration 3 took 71.4 ms and returned 0 rows
Query 63 iteration 4 took 71.4 ms and returned 0 rows
Query 64 iteration 0 took 758.8 ms and returned 0 rows
Query 64 iteration 1 took 750.2 ms and returned 0 rows
Query 64 iteration 2 took 762.3 ms and returned 0 rows
Query 64 iteration 3 took 762.5 ms and returned 0 rows
Query 64 iteration 4 took 753.8 ms and returned 0 rows
Query 66 iteration 0 took 415.8 ms and returned 0 rows
Query 66 iteration 1 took 418.7 ms and returned 0 rows
Query 66 iteration 2 took 416.4 ms and returned 0 rows
Query 66 iteration 3 took 403.5 ms and returned 0 rows
Query 66 iteration 4 took 437.3 ms and returned 0 rows
Query 68 iteration 0 took 156.2 ms and returned 0 rows
Query 68 iteration 1 took 163.2 ms and returned 0 rows
Query 68 iteration 2 took 156.0 ms and returned 0 rows
Query 68 iteration 3 took 157.0 ms and returned 0 rows
Query 68 iteration 4 took 162.4 ms and returned 0 rows
Query 71 iteration 0 took 85.9 ms and returned 0 rows
Query 71 iteration 1 took 84.4 ms and returned 0 rows
Query 71 iteration 2 took 82.4 ms and returned 0 rows
Query 71 iteration 3 took 83.6 ms and returned 0 rows
Query 71 iteration 4 took 86.0 ms and returned 0 rows
Query 72 iteration 0 took 13939.5 ms and returned 0 rows
Query 72 iteration 1 took 16225.3 ms and returned 0 rows
Query 72 iteration 2 took 16461.0 ms and returned 0 rows
Query 72 iteration 3 took 18128.5 ms and returned 0 rows
...