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feat: add sort_merge_join (#397)
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Please be sure to look over the pull request guidelines here:
https://github.com/spaceandtimelabs/sxt-proof-of-sql/blob/main/CONTRIBUTING.md#submit-pr.

# Please go through the following checklist
- [x] The PR title and commit messages adhere to guidelines here:
https://github.com/spaceandtimelabs/sxt-proof-of-sql/blob/main/CONTRIBUTING.md.
In particular `!` is used if and only if at least one breaking change
has been introduced.
- [x] I have run the ci check script with `source
scripts/run_ci_checks.sh`.
- The following upstream PRs have been approved and merged:
  - [x] #391 
  - [x] #396


# Rationale for this change
This PR adds the actual sort-merge join process which completes a part
of #394.
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Why are you proposing this change? If this is already explained clearly
in the linked issue then this section is not needed.
Explaining clearly why changes are proposed helps reviewers understand
your changes and offer better suggestions for fixes.

 Example:
 Add `NestedLoopJoinExec`.
 Closes #345.

Since we added `HashJoinExec` in #323 it has been possible to do
provable inner joins. However performance is not satisfactory in some
cases. Hence we need to fix the problem by implement
`NestedLoopJoinExec` and speed up the code
 for `HashJoinExec`.
-->

# What changes are included in this PR?
- add `sort_merge_join`.
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is sometimes worth providing a summary of the individual changes in this
PR.

Example:
- Add `NestedLoopJoinExec`.
- Speed up `HashJoinExec`.
- Route joins to `NestedLoopJoinExec` if the outer input is sufficiently
small.
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# Are these changes tested?
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Yes.
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iajoiner authored Dec 18, 2024
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