Support minmax index for pointInPolygon

[JackyWoo]

Changelog category (leave one):

• Performance Improvement

This PR tries to fix #58227

Changelog entry (a user-readable short description of the changes that goes to CHANGELOG.md):

• Support minmax index for pointInPolygon

There are 2 algorithms.

Algorithm 1:

There are 2 kinds of polygons:

1. by minmax index
2. provided by user

Polygon by minmax index:
For hyperactangle [1, 2] × [3, 4] we can create a polygon with 4 points: (1, 3), (1, 4), (2, 4), (2, 3)

Algorithm:
Check whether there is any intersection of the 2 polygons. If true return {true, true}, else return {false, true}.

Algorithm 2:

There are 2 kinds of hyperactangle:

1. by minmax index
2. provided by user

hyperactangle provided by user :
Build by polygon which has 2 columns, the first one represent the range of coordinate_x and the second is for coordinate_y.
For example we can get hyperactangle [0, 1], [0, 1] from polygon [(0, 1), (1, 0), (1, 1)].

Algorithm:
check whether there is any intersection of the two ranges in the two hyperactangle.

Now the PR takes the first one.

Documentation entry for user-facing changes

• Documentation is written (mandatory for new features)

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[JackyWoo]

Tests array_reduce and 00014_filtering_arrays are flaky

[JackyWoo]

02581_share_big_sets_between_multiple_mutations_tasks_long may be flaky.

[JackyWoo]

@alexey-milovidov may I ask someone to review the PR?