Spark-1.5.1 on CDH-5.4.7

1.修改拷贝/root/spark-1.5.1-bin-hadoop2.6/conf下面spark-env.sh.template到spark-env.sh，并添加设置HADOOP_CONF_DIR:

# Options read when launching programs locally with
# ./bin/run-example or ./bin/spark-submit
# - HADOOP_CONF_DIR, to point Spark towards Hadoop configuration files
# - SPARK_LOCAL_IP, to set the IP address Spark binds to on this node
# - SPARK_PUBLIC_DNS, to set the public dns name of the driver program
# - SPARK_CLASSPATH, default classpath entries to append
export HADOOP_CONF_DIR=/etc/hadoop/conf

2.运行测试程序

./bin/spark-submit --class org.apache.spark.examples.SparkPi 
    --master yarn-cluster 
    --num-executors 3 
    --driver-memory 4g 
    --executor-memory 2g 
    --executor-cores 1 
    --queue thequeue 
    lib/spark-examples*.jar 
    10

在运行时发现root用户没有hdfs目录/user/的写权限，导致任务失败：

Exception in thread "main" org.apache.hadoop.security.AccessControlException: Permission denied: user=root, access=WRITE, inode="/user":hdfs:supergroup:drwxr-xr-x
    at org.apache.hadoop.hdfs.server.namenode.DefaultAuthorizationProvider.checkFsPermission(DefaultAuthorizationProvider.java:257)
    at org.apache.hadoop.hdfs.server.namenode.DefaultAuthorizationProvider.check(DefaultAuthorizationProvider.java:238)
    at org.apache.hadoop.hdfs.server.namenode.DefaultAuthorizationProvider.check(DefaultAuthorizationProvider.java:216)
    at org.apache.hadoop.hdfs.server.namenode.DefaultAuthorizationProvider.checkPermission(DefaultAuthorizationProvider.java:145)
    at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.checkPermission(FSPermissionChecker.java:138)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.checkPermission(FSNamesystem.java:6599)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.checkPermission(FSNamesystem.java:6581)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.checkAncestorAccess(FSNamesystem.java:6533)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.mkdirsInternal(FSNamesystem.java:4337)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.mkdirsInt(FSNamesystem.java:4307)
    at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.mkdirs(FSNamesystem.java:4280)
    at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.mkdirs(NameNodeRpcServer.java:853)
    at org.apache.hadoop.hdfs.server.namenode.AuthorizationProviderProxyClientProtocol.mkdirs(AuthorizationProviderProxyClientProtocol.java:321)
    at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.mkdirs(ClientNamenodeProtocolServerSideTranslatorPB.java:601)
    at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java)
    at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:619)
    at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:1060)
    at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2044)
    at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2040)
    at java.security.AccessController.doPrivileged(Native Method)
    at javax.security.auth.Subject.doAs(Subject.java:415)
    at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1671)
    at org.apache.hadoop.ipc.Server$Handler.run(Server.java:2038)

修改/user目录的权限即可：

[root@node1 spark-1.5.1-bin-hadoop2.6]# sudo -u hdfs hdfs dfs -chmod 777 /user

重新运行：

[root@node1 spark-1.5.1-bin-hadoop2.6]# ./bin/spark-submit --class org.apache.spark.examples.SparkPi     --master yarn-cluster     --num-executors 3     --driver-memory 4g     --executor-memory 2g     --executor-cores 1     --queue thequeue     lib/spark-examples*.jar     10
15/11/04 16:38:55 INFO client.RMProxy: Connecting to ResourceManager at node1/192.168.0.81:8032
15/11/04 16:38:55 INFO yarn.Client: Requesting a new application from cluster with 3 NodeManagers
15/11/04 16:38:55 INFO yarn.Client: Verifying our application has not requested more than the maximum memory capability of the cluster (8192 MB per container)
15/11/04 16:38:55 INFO yarn.Client: Will allocate AM container, with 4505 MB memory including 409 MB overhead
15/11/04 16:38:55 INFO yarn.Client: Setting up container launch context for our AM
15/11/04 16:38:55 INFO yarn.Client: Setting up the launch environment for our AM container
15/11/04 16:38:55 INFO yarn.Client: Preparing resources for our AM container
15/11/04 16:38:55 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
15/11/04 16:38:56 INFO yarn.Client: Uploading resource file:/root/spark-1.5.1-bin-hadoop2.6/lib/spark-assembly-1.5.1-hadoop2.6.0.jar -> hdfs://node1:8020/user/root/.sparkStaging/application_1446368481906_0008/spark-assembly-1.5.1-hadoop2.6.0.jar
15/11/04 16:38:58 INFO yarn.Client: Uploading resource file:/root/spark-1.5.1-bin-hadoop2.6/lib/spark-examples-1.5.1-hadoop2.6.0.jar -> hdfs://node1:8020/user/root/.sparkStaging/application_1446368481906_0008/spark-examples-1.5.1-hadoop2.6.0.jar
15/11/04 16:38:59 INFO yarn.Client: Uploading resource file:/tmp/spark-72a1a44a-029c-4523-acd1-6fbd44f5709a/__spark_conf__2902795872463320162.zip -> hdfs://node1:8020/user/root/.sparkStaging/application_1446368481906_0008/__spark_conf__2902795872463320162.zip
15/11/04 16:38:59 INFO spark.SecurityManager: Changing view acls to: root
15/11/04 16:38:59 INFO spark.SecurityManager: Changing modify acls to: root
15/11/04 16:38:59 INFO spark.SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(root); users with modify permissions: Set(root)
15/11/04 16:39:00 INFO yarn.Client: Submitting application 8 to ResourceManager
15/11/04 16:39:00 INFO impl.YarnClientImpl: Submitted application application_1446368481906_0008
15/11/04 16:39:01 INFO yarn.Client: Application report for application_1446368481906_0008 (state: ACCEPTED)
15/11/04 16:39:01 INFO yarn.Client: 
     client token: N/A
     diagnostics: N/A
     ApplicationMaster host: N/A
     ApplicationMaster RPC port: -1
     queue: root.thequeue
     start time: 1446626340027
     final status: UNDEFINED
     tracking URL: http://node1:8088/proxy/application_1446368481906_0008/
     user: root
15/11/04 16:39:02 INFO yarn.Client: Application report for application_1446368481906_0008 (state: ACCEPTED)
15/11/04 16:39:03 INFO yarn.Client: Application report for application_1446368481906_0008 (state: ACCEPTED)
15/11/04 16:39:04 INFO yarn.Client: Application report for application_1446368481906_0008 (state: ACCEPTED)
15/11/04 16:39:05 INFO yarn.Client: Application report for application_1446368481906_0008 (state: ACCEPTED)
15/11/04 16:39:06 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:06 INFO yarn.Client: 
     client token: N/A
     diagnostics: N/A
     ApplicationMaster host: 192.168.0.83
     ApplicationMaster RPC port: 0
     queue: root.thequeue
     start time: 1446626340027
     final status: UNDEFINED
     tracking URL: http://node1:8088/proxy/application_1446368481906_0008/
     user: root
15/11/04 16:39:07 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:08 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:09 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:10 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:11 INFO yarn.Client: Application report for application_1446368481906_0008 (state: RUNNING)
15/11/04 16:39:12 INFO yarn.Client: Application report for application_1446368481906_0008 (state: FINISHED)
15/11/04 16:39:12 INFO yarn.Client: 
     client token: N/A
     diagnostics: N/A
     ApplicationMaster host: 192.168.0.83
     ApplicationMaster RPC port: 0
     queue: root.thequeue
     start time: 1446626340027
     final status: SUCCEEDED
     tracking URL: http://node1:8088/proxy/application_1446368481906_0008/A
     user: root
15/11/04 16:39:12 INFO util.ShutdownHookManager: Shutdown hook called
15/11/04 16:39:12 INFO util.ShutdownHookManager: Deleting directory /tmp/spark-72a1a44a-029c-4523-acd1-6fbd44f5709a
[root@node1 spark-1.5.1-bin-hadoop2.6]# 

 3.使用spark-sql

将/etc/hive/conf/hive-site.xml拷贝到/root/spark-1.5.1-bin-hadoop2.6/conf下，启动spark-sql即可

[root@node1 spark-1.5.1-bin-hadoop2.6]# cp /etc/hive/conf/hive-site.xml conf/
[root@node1 spark-1.5.1-bin-hadoop2.6]# ./bin/spark-sql