Query rewrite for partition skipping index

[dai-chen]

Description

1. Remove "provided" qualifier on org.json4s.native because I found it's not built in Spark distribution during local test: other json4s library like json4s.core, jackson are present. I will check if we can use them instead.
2. Add FlintSparkOptimizer which has only skipping index query rewrite rule ApplyFlintSparkSkippingIndex
3. Add Flint optimizer rule config spark.flint.optimizer.enabled so query rewrite can be disabled in IT as needed

TODO:

1. Finalize what should be columnType and outputSchema in FlintSparkSkippingStrategy and whether it needs to be stored in Flint metadata
2. Support different source table in query rewrite rule

Issues Resolved

opensearch-project/opensearch-spark#2

Check List

• New functionality includes testing.
  • All tests pass, including unit test, integration test and doctest
• New functionality has been documented.
  • New functionality has javadoc added
  • New functionality has user manual doc added
• Commits are signed per the DCO using --signoff

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[codecov]

Codecov Report

Merging #1690 (db4e44b) into feature/flint (e80cf9b) will not change coverage.
The diff coverage is n/a.

@@               Coverage Diff                @@
##             feature/flint    opensearch-project/sql#1690   +/-   ##
================================================
  Coverage            97.19%   97.19%           
  Complexity            4107     4107           
================================================
  Files                  371      371           
  Lines                10464    10464           
  Branches               706      706           
================================================
  Hits                 10170    10170           
  Misses                 287      287           
  Partials                 7        7           

Flag	Coverage Δ
sql-engine	97.19% <ø> (ø)

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