Avoid the usage of intermediate ScalarValue to improve performance of extracting statistics from parquet files (apache#10711)

* Fix incorrect statistics read for unsigned integers columns in parquet

* Staging the change for faster stat

* Improve performance of extracting statistics from parquet files

* Revert "Improve performance of extracting statistics from parquet files"

This reverts commit 2faec57.

* Revert "Staging the change for faster stat"

This reverts commit 095ac39.

* Refine using the iterator idea

* Add the rest types

* Consolidate Decimal statistics extraction

* clippy

* Simplify

* Fix dictionary type

* Fix incorrect statistics read for timestamp columns in parquet

* Add exhaustive match

* Update latest datatypes

* fix bad comment

* Remove duplications using paste

* Fix comment

* Update Cargo.lock

* fix docs

---------

Co-authored-by: Andrew Lamb <andrew@nerdnetworks.org>

Author: 2 people

datafusion-cli/Cargo.lock

@@ -121,6 +121,7 @@ num_cpus = { workspace = true }
 object_store = { workspace = true }
 parking_lot = { workspace = true }
 parquet = { workspace = true, optional = true, default-features = true }
+paste = "1.0.15"
 pin-project-lite = "^0.2.7"
 rand = { workspace = true }
 sqlparser = { workspace = true }