[FEA] GetJsonObject: Implement get-json-object in JNI repo as Spark does

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Is your feature request related to a problem? Please describe.

There are some issues for the current get-json-object, refer to issues link
We plan to implement get-json-object as Spark does. Then these issues will be fixed or be easy to be fixed.

Describe the solution you'd like

• Implement a JSON parser like Jackson does, supports ALLOW_UNESCAPED_CONTROL_CHARS and ALLOW_SINGLE_QUOTES
• Implement a Path parser like Spark does
• Implement utilities like Spark does
• Implement get-json-object like Spark does

tasks

• [FEA] GetJsonObject: Move parser/validation PR in cuDF to JNI #1827
• [FEA] GetJsonObject: Implement JSON parser copy_raw_text, skip_children #1829
• [FEA]GetJsonObject: JSON parser match current field name #1856
• [FEA] GetJsonObject: Implement a Path parser like Spark does, can refer to cuDF current Path parser #1830
• [FEA] GetJsonObject: Implement JSON generator to print JSON items #1831
• [FEA] GetJsonObject: Implement JNI interface for get-json-object kernel #1848
• [FEA] GetJsonObject: Implement get-json-object main function #1832
• [FEA] get-json-object: integration test on JNI and Kernel #1882
• [FEA] get-json-object: Improve memory footprint for match_current_field_name #1885
• [FEA] get-json-object: Rewrite recursive function to iterative to improve memory footprint #1886
• [FEA] GetJsonObject: Collect all JSON cases in the issues; add test cases; go through existing get-json-object cases #1892
• Perf test: [FEA] GetJsonObject: perf test for new version of GetJsonObject #1894
• Merge feature branch to branch-24.04 branch: GetJsonObject: Merge feature branch to release branch #1891
• Investigate number processing diffs between cuDF and Spark, Spark use big decimal, JNI should use big decimal too. Duplicated with [FEA] GetJsonObject: Implement JSON generator to print JSON items #1831
• revert already merged JSON PR. link1,
  link2. @thirtiseven

other
Totally follow Spark specific logic of get-json-object

3 follow-up issues for release 24.06
Refine doc: #1905
Address comments: #1906
Perf: #1907

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get-json-object JNI repo PR posted: #1893

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Confirmed with @thirtiseven, we do not need to revert link1,
link2, because solution changed, we now are using Java JSON Path parser. So close the last item.

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Haoyang finished the perf test, refer to the description in PR

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Number normalization PR: #1897

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The last task is merging the feature branch to branch-24.04.