项目要使用spark查询ElasticSearch中的数据。在使用spark时(创建spark context)出现这样一个错误:
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cli\1.2\commons-cli-1.2.jar;C:\Users\Sugar\.m2\repository\commons-logging\commons-logging\1.1.3\commons-logging-1.1.3.jar;C:\Users\Sugar\.m2\repository\org\datanucleus\datanucleus-api-jdo\3.2.6\datanucleus-api-jdo-3.2.6.jar;C:\Users\Sugar\.m2\repository\org\datanucleus\datanucleus-rdbms\3.2.9\datanucleus-rdbms-3.2.9.jar;C:\Users\Sugar\.m2\repository\commons-pool\commons-pool\1.5.4\commons-pool-1.5.4.jar;C:\Users\Sugar\.m2\repository\commons-dbcp\commons-dbcp\1.4\commons-dbcp-1.4.jar;C:\Users\Sugar\.m2\repository\javax\jdo\jdo-api\3.0.1\jdo-api-3.0.1.jar;C:\Users\Sugar\.m2\repository\javax\transaction\jta\1.1\jta-1.1.jar;C:\Users\Sugar\.m2\repository\commons-httpclient\commons-httpclient\3.1\commons-httpclient-3.1.jar;C:\Users\Sugar\.m2\repository\org\apache\calcite\calcite-avatica\1.2.0-incubating\calcite-avatica-1.2.0-incubating.jar;C:\Users\Sugar\.m2\repository\org\apache\calcite\calcite-core\1.2.0-incubating\calcite-core-1.2.0-incubating.jar;C:\Users\Sugar\.m2\repository\org\apache\calcite\calcite-linq4j\1.2.0-incubating\calcite-linq4j-1.2.0-incubating.jar;C:\Users\Sugar\.m2\repository\net\hydromatic\eigenbase-properties\1.1.5\eigenbase-properties-1.1.5.jar;C:\Users\Sugar\.m2\repository\org\apache\httpcomponents\httpclient\4.5.6\httpclient-4.5.6.jar;C:\Users\Sugar\.m2\repository\org\apache\httpcomponents\httpcore\4.4.10\httpcore-4.4.10.jar;C:\Users\Sugar\.m2\repository\org\codehaus\jackson\jackson-mapper-asl\1.9.13\jackson-mapper-asl-1.9.13.jar;C:\Users\Sugar\.m2\repository\commons-codec\commons-codec\1.10\commons-codec-1.10.jar;C:\Users\Sugar\.m2\repository\joda-time\joda-time\2.9.3\joda-time-2.9.3.jar;C:\Users\Sugar\.m2\repository\org\jodd\jodd-core\3.5.2\jodd-core-3.5.2.jar;C:\Users\Sugar\.m2\repository\org\datanucleus\datanucleus-core\3.2.10\datanucleus-core-3.2.10.jar;C:\Users\Sugar\.m2\repository\org\apache\thrift\libthrift\0.9.3\libthrift-0.9.3.jar;C:\Users\Sugar\.m2\repository\org\apache\thrift\libfb303\0.9.3\libfb303-0.9.3.jar;C:\Users\Sugar\.m2\repository\org\apache\derby\derby\10.12.1.1\derby-10.12.1.1.jar;C:\Users\Sugar\.m2\repository\org\apache\spark\spark-mllib_2.12\2.4.4\spark-mllib_2.12-2.4.4.jar;C:\Users\Sugar\.m2\repository\org\scala-lang\modules\scala-parser-combinators_2.12\1.1.0\scala-parser-combinators_2.12-1.1.0.jar;C:\Users\Sugar\.m2\repository\org\apache\spark\spark-graphx_2.12\2.4.4\spark-graphx_2.12-2.4.4.jar;C:\Users\Sugar\.m2\repository\com\github\fommil\netlib\core\1.1.2\core-1.1.2.jar;C:\Users\Sugar\.m2\repository\net\sourceforge\f2j\arpack_combined_all\0.1\arpack_combined_all-0.1.jar;C:\Users\Sugar\.m2\repository\org\apache\spark\spark-mllib-local_2.12\2.4.4\spark-mllib-local_2.12-2.4.4.jar;C:\Users\Sugar\.m2\repository\org\scalanlp\breeze_2.12\0.13.2\breeze_2.12-0.13.2.jar;C:\Users\Sugar\.m2\repository\org\scalanlp\breeze-macros_2.12\0.13.2\breeze-macros_2.12-0.13.2.jar;C:\Users\Sugar\.m2\repository\com\github\rwl\jtransforms\2.4.0\jtransforms-2.4.0.jar;C:\Users\Sugar\.m2\repository\org\spire-math\spire_2.12\0.13.0\spire_2.12-0.13.0.jar;C:\Users\Sugar\.m2\repository\org\spire-math\spire-macros_2.12\0.13.0\spire-macros_2.12-0.13.0.jar;C:\Users\Sugar\.m2\repository\org\typelevel\machinist_2.12\0.6.1\machinist_2.12-0.6.1.jar;C:\Users\Sugar\.m2\repository\com\chuusai\shapeless_2.12\2.3.2\shapeless_2.12-2.3.2.jar;C:\Users\Sugar\.m2\repository\org\typelevel\macro-compat_2.12\1.1.1\macro-compat_2.12-1.1.1.jar" Main
Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties
19/10/31 08:28:57 INFO SparkContext: Running Spark version 2.4.4
19/10/31 08:28:57 INFO SparkContext: Submitted application: Spark ElasticSearch
19/10/31 08:28:57 INFO SecurityManager: Changing view acls to: Sugar
19/10/31 08:28:57 INFO SecurityManager: Changing modify acls to: Sugar
19/10/31 08:28:57 INFO SecurityManager: Changing view acls groups to:
19/10/31 08:28:57 INFO SecurityManager: Changing modify acls groups to:
19/10/31 08:28:57 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(Sugar); groups with view permissions: Set(); users with modify permissions: Set(Sugar); groups with modify permissions: Set()
19/10/31 08:28:58 INFO Utils: Successfully started service 'sparkDriver' on port 62142.
19/10/31 08:28:58 INFO SparkEnv: Registering MapOutputTracker
19/10/31 08:28:58 INFO SparkEnv: Registering BlockManagerMaster
19/10/31 08:28:58 INFO BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information
19/10/31 08:28:58 INFO BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up
19/10/31 08:28:58 INFO DiskBlockManager: Created local directory at C:\Users\Sugar\AppData\Local\Temp\blockmgr-2f0fbc4c-e2b3-49d6-ab5e-07e244085911
19/10/31 08:28:58 INFO MemoryStore: MemoryStore started with capacity 1987.5 MB
19/10/31 08:28:58 INFO SparkEnv: Registering OutputCommitCoordinator
19/10/31 08:28:58 INFO Utils: Successfully started service 'SparkUI' on port 4040.
19/10/31 08:28:58 INFO SparkUI: Bound SparkUI to 0.0.0.0, and started at http://DESKTOP-5RDCM97:4040
19/10/31 08:28:58 INFO SparkContext: Added JAR C:\Users\Sugar\.m2\repository\org\elasticsearch\elasticsearch-hadoop\7.4.1\elasticsearch-hadoop-7.4.1.jar at spark://DESKTOP-5RDCM97:62142/jars/elasticsearch-hadoop-7.4.1.jar with timestamp 1572481738886
19/10/31 08:28:58 INFO Executor: Starting executor ID driver on host localhost
19/10/31 08:28:58 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 62155.
19/10/31 08:28:59 INFO NettyBlockTransferService: Server created on DESKTOP-5RDCM97:62155
19/10/31 08:28:59 INFO BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy
19/10/31 08:28:59 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, DESKTOP-5RDCM97, 62155, None)
19/10/31 08:28:59 INFO BlockManagerMasterEndpoint: Registering block manager DESKTOP-5RDCM97:62155 with 1987.5 MB RAM, BlockManagerId(driver, DESKTOP-5RDCM97, 62155, None)
19/10/31 08:28:59 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, DESKTOP-5RDCM97, 62155, None)
19/10/31 08:28:59 INFO BlockManager: Initialized BlockManager: BlockManagerId(driver, DESKTOP-5RDCM97, 62155, None)
Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/spark/Partition$class
at org.elasticsearch.spark.rdd.EsPartition.<init>(AbstractEsRDD.scala:84)
at org.elasticsearch.spark.rdd.AbstractEsRDD$$anonfun$getPartitions$1.apply(AbstractEsRDD.scala:49)
at org.elasticsearch.spark.rdd.AbstractEsRDD$$anonfun$getPartitions$1.apply(AbstractEsRDD.scala:48)
at scala.collection.TraversableLike.$anonfun$map$1(TraversableLike.scala:237)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike.map(TraversableLike.scala:237)
at scala.collection.TraversableLike.map$(TraversableLike.scala:230)
at scala.collection.immutable.List.map(List.scala:298)
at org.elasticsearch.spark.rdd.AbstractEsRDD.getPartitions(AbstractEsRDD.scala:48)
at org.apache.spark.rdd.RDD.$anonfun$partitions$2(RDD.scala:253)
at scala.Option.getOrElse(Option.scala:138)
at org.apache.spark.rdd.RDD.partitions(RDD.scala:251)
at org.apache.spark.SparkContext.runJob(SparkContext.scala:2126)
at org.apache.spark.rdd.RDD.$anonfun$collect$1(RDD.scala:945)
at org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)
at org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)
at org.apache.spark.rdd.RDD.withScope(RDD.scala:363)
at org.apache.spark.rdd.RDD.collect(RDD.scala:944)
at org.apache.spark.api.java.JavaRDDLike.collect(JavaRDDLike.scala:361)
at org.apache.spark.api.java.JavaRDDLike.collect$(JavaRDDLike.scala:360)
at org.apache.spark.api.java.AbstractJavaRDDLike.collect(JavaRDDLike.scala:45)
at Main.main(Main.java:35)
Caused by: java.lang.ClassNotFoundException: org.apache.spark.Partition$class
at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:349)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
... 22 more
Process finished with exit code 1
解决方法:
重新检查maven引入的仓库。确定是:
<dependency>
<groupId>org.elasticsearch</groupId>
<artifactId>elasticsearch-spark-20_${scala.version}</artifactId>
<version>${elasticsearch.version}</version>
</dependency>
<dependency>
<groupId>org.elasticsearch.client</groupId>
<artifactId>transport</artifactId>
<version>${elasticsearch.version}</version>
</dependency>
注:${elasticsearch.version}是maven的pom.xml"变量"的写法,这里应该保持前后相同,你也可以直接写成7.4.1(版本号),请具体查阅mvnrepository.com网站的版本。
不要引入
<dependency>
<groupId>org.elasticsearch</groupId>
<artifactId>elasticsearch-hadoop</artifactId>
<version>${elasticsearch.version}</version>
</dependency>
<dependency>
<groupId>org.elasticsearch</groupId>
<artifactId>elasticsearch-hadoop</artifactId>
<version>${elasticsearch.version}</version>
</dependency>
Spark也不要引入spark官方的repository,用es提供的spark(真是TM莫名其妙…)哦~