[KYUUBI #1876] Set Spark 3.2.1 as default

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### _Why are the changes needed?_
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  1. If you add a feature, you can talk about the use case of it.
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Set Spark 3.2.1 as default.

### _How was this patch tested?_
- [ ] Add some test cases that check the changes thoroughly including negative and positive cases if possible

- [ ] Add screenshots for manual tests if appropriate

- [x] [Run test](https://kyuubi.apache.org/docs/latest/develop_tools/testing.html#running-tests) locally before make a pull request

Closes #1913 from SteNicholas/KYUUBI-1876.

Closes #1876

1a6e4c6 [SteNicholas] [KYUUBI #1876] Set Spark 3.2.1 as default

Authored-by: SteNicholas <programgeek@163.com>
Signed-off-by: Cheng Pan <chengpan@apache.org>

Author: SteNicholas

bin/docker-image-tool.sh

@@ -208,8 +208,8 @@ Examples:
     $0 -r docker.io/myrepo -t v1.4.0 build
     $0 -r docker.io/myrepo -t v1.4.0 push
 
-  - Build and push with tag "v3.0.0" and Spark-3.1.2 as base image to docker.io/myrepo
-    $0 -r docker.io/myrepo -t v3.0.0 -b BASE_IMAGE=repo/spark:3.1.2 build
+  - Build and push with tag "v3.0.0" and Spark-3.2.1 as base image to docker.io/myrepo
+    $0 -r docker.io/myrepo -t v3.0.0 -b BASE_IMAGE=repo/spark:3.2.1 build
     $0 -r docker.io/myrepo -t v3.0.0 push
 
   - Build and push for multiple archs to docker.io/myrepo

build/release/create-package.sh

@@ -75,7 +75,7 @@ package_binary() {
 
   echo "Creating binary release tarball ${BIN_TGZ_FILE}"
 
-  ${KYUUBI_DIR}/build/dist --tgz --spark-provided -Pspark-3.1
+  ${KYUUBI_DIR}/build/dist --tgz --spark-provided -Pspark-3.2
 
   cp "${BIN_TGZ_FILE}" "${RELEASE_DIR}"
 

docs/community/release.md

@@ -175,7 +175,7 @@ export RELEASE_RC_NO=<RC number, e.g. 0>
 ```shell
 build/mvn versions:set -DgenerateBackupPoms=false \
   -DnewVersion="${RELEASE_VERSION}" \
-  -Pspark-3.1,spark-block-cleaner
+  -Pspark-3.2,spark-block-cleaner
 
 git commit -am "[RELEASE] Bump ${RELEASE_VERSION}"
 ```

docs/deployment/kyuubi_on_kubernetes.md

@@ -47,8 +47,8 @@ Examples:
     $0 -r docker.io/myrepo -t v1.4.0 build
     $0 -r docker.io/myrepo -t v1.4.0 push
 
-  - Build and push with tag "v3.0.0" and Spark-3.1.2 as base image to docker.io/myrepo
-    $0 -r docker.io/myrepo -t v3.0.0 -b BASE_IMAGE=repo/spark:3.1.2 build
+  - Build and push with tag "v3.0.0" and Spark-3.2.1 as base image to docker.io/myrepo
+    $0 -r docker.io/myrepo -t v3.0.0 -b BASE_IMAGE=repo/spark:3.2.1 build
     $0 -r docker.io/myrepo -t v3.0.0 push
 
   - Build and push for multiple archs to docker.io/myrepo

pom.xml

@@ -101,7 +101,7 @@
         <commons-lang.version>2.6</commons-lang.version>
         <commons-lang3.version>3.10</commons-lang3.version>
         <curator.version>2.12.0</curator.version>
-        <delta.version>1.0.1</delta.version>
+        <delta.version>1.1.0</delta.version>
         <flink.version>1.14.3</flink.version>
         <flink.archive.name>flink-${flink.version}-bin-scala_${scala.binary.version}.tgz</flink.archive.name>
         <flink.archive.mirror>https://archive.apache.org/dist/flink/flink-${flink.version}</flink.archive.mirror>
@@ -133,7 +133,8 @@
         <scopt.version>4.0.1</scopt.version>
         <slf4j.version>1.7.35</slf4j.version>
         <log4j.version>2.17.1</log4j.version>
-        <spark.version>3.1.2</spark.version>
+        <!-- If you change the minor version of Spark, don't forget to change the default 'delta.version' -->
+        <spark.version>3.2.1</spark.version>
         <spark.archive.name>spark-${spark.version}-bin-hadoop${hadoop.binary.version}.tgz</spark.archive.name>
         <spark.archive.mirror>https://archive.apache.org/dist/spark/spark-${spark.version}</spark.archive.mirror>
         <spark.archive.download.skip>false</spark.archive.download.skip>