[SPARK-34542][BUILD] Upgrade Parquet to 1.12.0

### What changes were proposed in this pull request?

Parquet 1.12.0 New Feature
- PARQUET-41 - Add bloom filters to parquet statistics
- PARQUET-1373 - Encryption key management tools
- PARQUET-1396 - Example of using EncryptionPropertiesFactory and DecryptionPropertiesFactory
- PARQUET-1622 - Add BYTE_STREAM_SPLIT encoding
- PARQUET-1784 - Column-wise configuration
- PARQUET-1817 - Crypto Properties Factory
- PARQUET-1854 - Properties-Driven Interface to Parquet Encryption

Parquet 1.12.0 release notes:
https://github.com/apache/parquet-mr/blob/apache-parquet-1.12.0/CHANGES.md

### Why are the changes needed?

- Bloom filters to improve filter performance
- ZSTD enhancement

### Does this PR introduce _any_ user-facing change?

No.

### How was this patch tested?

Existing unit test.

Closes #31649 from wangyum/SPARK-34542.

Lead-authored-by: Yuming Wang <yumwang@ebay.com>
Co-authored-by: Yuming Wang <yumwang@apache.org>
Signed-off-by: Dongjoon Hyun <dhyun@apple.com>

dev/deps/spark-deps-hadoop-2.7-hive-2.3

@@ -202,12 +202,12 @@ orc-shims/1.6.7//orc-shims-1.6.7.jar
 oro/2.0.8//oro-2.0.8.jar
 osgi-resource-locator/1.0.3//osgi-resource-locator-1.0.3.jar
 paranamer/2.8//paranamer-2.8.jar
-parquet-column/1.11.1//parquet-column-1.11.1.jar
-parquet-common/1.11.1//parquet-common-1.11.1.jar
-parquet-encoding/1.11.1//parquet-encoding-1.11.1.jar
-parquet-format-structures/1.11.1//parquet-format-structures-1.11.1.jar
-parquet-hadoop/1.11.1//parquet-hadoop-1.11.1.jar
-parquet-jackson/1.11.1//parquet-jackson-1.11.1.jar
+parquet-column/1.12.0//parquet-column-1.12.0.jar
+parquet-common/1.12.0//parquet-common-1.12.0.jar
+parquet-encoding/1.12.0//parquet-encoding-1.12.0.jar
+parquet-format-structures/1.12.0//parquet-format-structures-1.12.0.jar
+parquet-hadoop/1.12.0//parquet-hadoop-1.12.0.jar
+parquet-jackson/1.12.0//parquet-jackson-1.12.0.jar
 protobuf-java/2.5.0//protobuf-java-2.5.0.jar
 py4j/0.10.9.2//py4j-0.10.9.2.jar
 pyrolite/4.30//pyrolite-4.30.jar

dev/deps/spark-deps-hadoop-3.2-hive-2.3

@@ -173,12 +173,12 @@ orc-shims/1.6.7//orc-shims-1.6.7.jar
 oro/2.0.8//oro-2.0.8.jar
 osgi-resource-locator/1.0.3//osgi-resource-locator-1.0.3.jar
 paranamer/2.8//paranamer-2.8.jar
-parquet-column/1.11.1//parquet-column-1.11.1.jar
-parquet-common/1.11.1//parquet-common-1.11.1.jar
-parquet-encoding/1.11.1//parquet-encoding-1.11.1.jar
-parquet-format-structures/1.11.1//parquet-format-structures-1.11.1.jar
-parquet-hadoop/1.11.1//parquet-hadoop-1.11.1.jar
-parquet-jackson/1.11.1//parquet-jackson-1.11.1.jar
+parquet-column/1.12.0//parquet-column-1.12.0.jar
+parquet-common/1.12.0//parquet-common-1.12.0.jar
+parquet-encoding/1.12.0//parquet-encoding-1.12.0.jar
+parquet-format-structures/1.12.0//parquet-format-structures-1.12.0.jar
+parquet-hadoop/1.12.0//parquet-hadoop-1.12.0.jar
+parquet-jackson/1.12.0//parquet-jackson-1.12.0.jar
 protobuf-java/2.5.0//protobuf-java-2.5.0.jar
 py4j/0.10.9.2//py4j-0.10.9.2.jar
 pyrolite/4.30//pyrolite-4.30.jar

pom.xml

@@ -136,7 +136,7 @@
     <kafka.version>2.6.0</kafka.version>
     <!-- After 10.15.1.3, the minimum required version is JDK9 -->
     <derby.version>10.14.2.0</derby.version>
-    <parquet.version>1.11.1</parquet.version>
+    <parquet.version>1.12.0</parquet.version>
     <orc.version>1.6.7</orc.version>
     <jetty.version>9.4.37.v20210219</jetty.version>
     <jakartaservlet.version>4.0.3</jakartaservlet.version>
@@ -2095,7 +2095,7 @@
             <groupId>${hive.group}</groupId>
             <artifactId>hive-service-rpc</artifactId>
           </exclusion>
-          <!-- parquet-hadoop-bundle:1.8.1 conflict with 1.10.1 -->
+          <!-- parquet-hadoop-bundle:1.8.1 conflict with 1.12.0 -->
           <exclusion>
             <groupId>org.apache.parquet</groupId>
             <artifactId>parquet-hadoop-bundle</artifactId>

sql/hive/src/test/scala/org/apache/spark/sql/hive/StatisticsSuite.scala

@@ -1502,7 +1502,7 @@ class StatisticsSuite extends StatisticsCollectionTestBase with TestHiveSingleto
         Seq(tbl, ext_tbl).foreach { tblName =>
           sql(s"INSERT INTO $tblName VALUES (1, 'a', '2019-12-13')")
 
-          val expectedSize = 651
+          val expectedSize = 657
           // analyze table
           sql(s"ANALYZE TABLE $tblName COMPUTE STATISTICS NOSCAN")
           var tableStats = getTableStats(tblName)