在java中使用spark bigquery连接器时遇到问题

r7xajy2e  于 2021-05-18  发布在  Spark
关注(0)|答案(1)|浏览(813)

我可以通过spark big query connector从本地读取bigquery表中的数据，但是当我在google cloud中部署它并通过dataproc运行时，我得到了下面的异常。如果您看到下面的日志，它可以识别表的架构，然后等待8-10分钟并抛出下面的异常。有人能帮忙吗？

  1. 20/10/30 13:15:40 INFO org.spark_project.jetty.util.log: Logging initialized @2859ms
  2. 20/10/30 13:15:40 INFO org.spark_project.jetty.server.Server: jetty-9.3.z-SNAPSHOT, build timestamp: unknown, git hash: unknown
  3. 20/10/30 13:15:40 INFO org.spark_project.jetty.server.Server: Started @2959ms
  4. 20/10/30 13:15:40 INFO org.spark_project.jetty.server.AbstractConnector: Started ServerConnector
  5. 20/10/30 13:15:40 WARN org.apache.spark.scheduler.FairSchedulableBuilder: Fair Scheduler configuration file not found so jobs will be scheduled in FIFO order. To use fair scheduling, configure pools in fairscheduler.xml or set spark.scheduler.allocation.file to a file that contains the configuration.
  6. 20/10/30 13:15:41 INFO org.apache.hadoop.yarn.client.RMProxy: Connecting to ResourceManager at <REMOVED_RM_INFO_FOR_SECURITY_PURPOSE>
  7. 20/10/30 13:15:41 INFO org.apache.hadoop.yarn.client.AHSProxy: Connecting to Application History server at <REMOVED_HISTORY_SERVER_INFO_FOR_SECURITY_PURPOSE>
  8. 20/10/30 13:15:44 INFO org.apache.hadoop.yarn.client.api.impl.YarnClientImpl: Submitted application application_1603913904708_0011
  9. 20/10/30 13:15:50 INFO com.google.cloud.spark.bigquery.BigQueryUtilScala: BigQuery client project id is [<REMOVED_PROJECT_ID_FOR_SECURITY_PURPOSE>}], derived from the parentProject option
  10. 20/10/30 13:15:52 INFO com.google.cloud.spark.bigquery.direct.DirectBigQueryRelation: Querying table <REMOVED_TABLE_NAME_FOR_SECURITY_PURPOSE>, parameters sent from Spark: requiredColumns=[country,ssn,fname,postal_code,lname,city,tenant_id,mob,PARTY_ID,src_id], filters=[]
  11. 20/10/30 13:15:52 INFO com.google.cloud.spark.bigquery.direct.DirectBigQueryRelation: Going to read from <REMOVED_TABLE_NAME_FOR_SECURITY_PURPOSE> columns=[country, ssn, fname, postal_code, lname, city, tenant_id, mob, PARTY_ID, src_id], filter=''
  12. Exception in thread "main" com.google.api.gax.rpc.UnavailableException: io.grpc.StatusRuntimeException: UNAVAILABLE: io exception
  13.     at com.google.api.gax.rpc.ApiExceptionFactory.createException(ApiExceptionFactory.java:69)
  14.     at com.google.api.gax.grpc.GrpcApiExceptionFactory.create(GrpcApiExceptionFactory.java:72)
  15.     at com.google.api.gax.grpc.GrpcApiExceptionFactory.create(GrpcApiExceptionFactory.java:60)
  16.     at com.google.api.gax.grpc.GrpcExceptionCallable$ExceptionTransformingFuture.onFailure(GrpcExceptionCallable.java:97)
  17.     at com.google.api.core.ApiFutures$1.onFailure(ApiFutures.java:68)
  18.     at shaded.com.google.common.util.concurrent.Futures$CallbackListener.run(Futures.java:1074)
  19.     at shaded.com.google.common.util.concurrent.DirectExecutor.execute(DirectExecutor.java:30)
  20.     at shaded.com.google.common.util.concurrent.AbstractFuture.executeListener(AbstractFuture.java:1213)
  21.     at shaded.com.google.common.util.concurrent.AbstractFuture.complete(AbstractFuture.java:983)
  22.     at shaded.com.google.common.util.concurrent.AbstractFuture.setException(AbstractFuture.java:771)
  23.     at io.grpc.stub.ClientCalls$GrpcFuture.setException(ClientCalls.java:545)
  24.     at io.grpc.stub.ClientCalls$UnaryStreamToFuture.onClose(ClientCalls.java:515)
  25.     at io.grpc.internal.ClientCallImpl.closeObserver(ClientCallImpl.java:426)
  26.     at io.grpc.internal.ClientCallImpl.access$500(ClientCallImpl.java:66)
  27.     at io.grpc.internal.ClientCallImpl$ClientStreamListenerImpl.close(ClientCallImpl.java:689)
  28.     at io.grpc.internal.ClientCallImpl$ClientStreamListenerImpl.access$900(ClientCallImpl.java:577)
  29.     at io.grpc.internal.ClientCallImpl$ClientStreamListenerImpl$1StreamClosed.runInternal(ClientCallImpl.java:751)
  30.     at io.grpc.internal.ClientCallImpl$ClientStreamListenerImpl$1StreamClosed.runInContext(ClientCallImpl.java:740)
  31.     at io.grpc.internal.ContextRunnable.run(ContextRunnable.java:37)
  32.     at io.grpc.internal.SerializingExecutor.run(SerializingExecutor.java:123)
  33.     at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)
  34.     at java.util.concurrent.FutureTask.run(FutureTask.java:266)
  35.     at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$201(ScheduledThreadPoolExecutor.java:180)
  36.     at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)
  37.     at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
  38.     at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
  39.     at java.lang.Thread.run(Thread.java:748)
  40.     Suppressed: com.google.api.gax.rpc.AsyncTaskException: Asynchronous task failed
  41.         at com.google.api.gax.rpc.ApiExceptions.callAndTranslateApiException(ApiExceptions.java:57)
  42.         at com.google.api.gax.rpc.UnaryCallable.call(UnaryCallable.java:112)
  43.         at com.google.cloud.bigquery.storage.v1.BigQueryReadClient.createReadSession(BigQueryReadClient.java:230)
  44.         at com.google.cloud.spark.bigquery.direct.DirectBigQueryRelation.buildScan(DirectBigQueryRelation.scala:134)
  45.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy$$anonfun$10.apply(DataSourceStrategy.scala:293)
  46.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy$$anonfun$10.apply(DataSourceStrategy.scala:293)
  47.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy$$anonfun$pruneFilterProject$1.apply(DataSourceStrategy.scala:338)
  48.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy$$anonfun$pruneFilterProject$1.apply(DataSourceStrategy.scala:337)
  49.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy.pruneFilterProjectRaw(DataSourceStrategy.scala:415)
  50.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy.pruneFilterProject(DataSourceStrategy.scala:333)
  51.         at org.apache.spark.sql.execution.datasources.DataSourceStrategy.apply(DataSourceStrategy.scala:289)
  52.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$1.apply(QueryPlanner.scala:63)
  53.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$1.apply(QueryPlanner.scala:63)
  54.         at scala.collection.Iterator$$anon$12.nextCur(Iterator.scala:434)
  55.         at scala.collection.Iterator$$anon$12.hasNext(Iterator.scala:440)
  56.         at scala.collection.Iterator$$anon$12.hasNext(Iterator.scala:439)
  57.         at org.apache.spark.sql.catalyst.planning.QueryPlanner.plan(QueryPlanner.scala:93)
  58.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$2$$anonfun$apply$2.apply(QueryPlanner.scala:78)
  59.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$2$$anonfun$apply$2.apply(QueryPlanner.scala:75)
  60.         at scala.collection.TraversableOnce$$anonfun$foldLeft$1.apply(TraversableOnce.scala:157)
  61.         at scala.collection.TraversableOnce$$anonfun$foldLeft$1.apply(TraversableOnce.scala:157)
  62.         at scala.collection.Iterator$class.foreach(Iterator.scala:893)
  63.         at scala.collection.AbstractIterator.foreach(Iterator.scala:1336)
  64.         at scala.collection.TraversableOnce$class.foldLeft(TraversableOnce.scala:157)
  65.         at scala.collection.AbstractIterator.foldLeft(Iterator.scala:1336)
  66.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$2.apply(QueryPlanner.scala:75)
  67.         at org.apache.spark.sql.catalyst.planning.QueryPlanner$$anonfun$2.apply(QueryPlanner.scala:67)
  68.         at scala.collection.Iterator$$anon$12.nextCur(Iterator.scala:434)
  69.         at scala.collection.Iterator$$anon$12.hasNext(Iterator.scala:440)
  70.         at org.apache.spark.sql.catalyst.planning.QueryPlanner.plan(QueryPlanner.scala:93)
  71.         at org.apache.spark.sql.execution.QueryExecution.sparkPlan$lzycompute(QueryExecution.scala:72)
  72.         at org.apache.spark.sql.execution.QueryExecution.sparkPlan(QueryExecution.scala:68)
  73.         at org.apache.spark.sql.execution.QueryExecution.executedPlan$lzycompute(QueryExecution.scala:77)
  74.         at org.apache.spark.sql.execution.QueryExecution.executedPlan(QueryExecution.scala:77)
  75.         at org.apache.spark.sql.Dataset.withAction(Dataset.scala:3260)
  76.         at org.apache.spark.sql.Dataset.head(Dataset.scala:2495)
  77.         at org.apache.spark.sql.Dataset.take(Dataset.scala:2709)
  78.         at org.apache.spark.sql.Dataset.showString(Dataset.scala:254)
  79.         at org.apache.spark.sql.Dataset.show(Dataset.scala:731)
  80.         at com.gcp.poc.SparkBigQueryConnector.main(SparkBigQueryConnector.java:33)
  81.         at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
  82.         at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
  83.         at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
  84.         at java.lang.reflect.Method.invoke(Method.java:498)
  85.         at org.apache.spark.deploy.JavaMainApplication.start(SparkApplication.scala:52)
  86.         at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:890)
  87.         at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:192)
  88.         at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:217)
  89.         at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:137)
  90.         at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
  91. Caused by: io.grpc.StatusRuntimeException: UNAVAILABLE: io exception
  92.     at io.grpc.Status.asRuntimeException(Status.java:533)
  93.     ... 16 more
  94. Caused by: io.netty.channel.AbstractChannel$AnnotatedNoRouteToHostException: null: bigquerystorage.googleapis.com
  95.     at io.netty.channel.unix.Errors.throwConnectException(Errors.java:102)
  96.     at io.netty.channel.unix.Socket.connect(Socket.java:255)
  97.     at io.netty.channel.epoll.AbstractEpollChannel.doConnect0(AbstractEpollChannel.java:758)
  98.     at io.netty.channel.epoll.AbstractEpollChannel.doConnect(AbstractEpollChannel.java:743)
  99.     at io.netty.channel.epoll.AbstractEpollChannel$AbstractEpollUnsafe.connect(AbstractEpollChannel.java:585)
  100.     at io.netty.channel.DefaultChannelPipeline$HeadContext.connect(DefaultChannelPipeline.java:1291)
  101.     at io.netty.channel.AbstractChannelHandlerContext.invokeConnect(AbstractChannelHandlerContext.java:545)
  102.     at io.netty.channel.AbstractChannelHandlerContext.connect(AbstractChannelHandlerContext.java:530)
  103.     at io.netty.channel.ChannelDuplexHandler.connect(ChannelDuplexHandler.java:50)
  104.     at io.netty.channel.AbstractChannelHandlerContext.invokeConnect(AbstractChannelHandlerContext.java:545)
  105.     at io.netty.channel.AbstractChannelHandlerContext.connect(AbstractChannelHandlerContext.java:530)
  106.     at io.netty.channel.ChannelDuplexHandler.connect(ChannelDuplexHandler.java:50)
  107.     at io.grpc.netty.WriteBufferingAndExceptionHandler.connect(WriteBufferingAndExceptionHandler.java:150)
  108.     at io.netty.channel.AbstractChannelHandlerContext.invokeConnect(AbstractChannelHandlerContext.java:545)
  109.     at io.netty.channel.AbstractChannelHandlerContext.access$1000(AbstractChannelHandlerContext.java:38)
  110.     at io.netty.channel.AbstractChannelHandlerContext$11.run(AbstractChannelHandlerContext.java:535)
  111.     at io.netty.util.concurrent.AbstractEventExecutor.safeExecute(AbstractEventExecutor.java:163)
  112.     at io.netty.util.concurrent.SingleThreadEventExecutor.runAllTasks(SingleThreadEventExecutor.java:403)
  113.     at io.netty.channel.epoll.EpollEventLoop.run(EpollEventLoop.java:309)
  114.     at io.netty.util.concurrent.SingleThreadEventExecutor$5.run(SingleThreadEventExecutor.java:858)
  115.     at io.netty.util.concurrent.DefaultThreadFactory$DefaultRunnableDecorator.run(DefaultThreadFactory.java:138)
  116.     ... 1 more
  117. Caused by: java.net.NoRouteToHostException
  118.     ... 22 more
  119. 20/10/30 13:25:35 INFO org.spark_project.jetty.server.AbstractConnector: Stopped Spark
  120. Job output is complete

pom.xml文件：

  1. <properties>
  2.         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
  3.         <java.version>1.8</java.version>
  4.         <maven.compiler.source>1.8</maven.compiler.source>
  5.         <maven.compiler.target>1.8</maven.compiler.target>
  6.         <spark.version>2.3.4</spark.version>
  7.         <scala.version>2.11.8</scala.version>
  8.     </properties>
  10.     <distributionManagement>
  11.         <snapshotRepository>
  12.             <id>sonatype-nexus-snapshots</id>
  13.             <url>https://oss.sonatype.org/content/repositories/snapshots</url>
  14.         </snapshotRepository>
  15.         <repository>
  16.             <id>sonatype-nexus-staging</id>
  17.             <url>https://oss.sonatype.org/service/local/staging/deploy/maven2/</url>
  18.         </repository>
  19.     </distributionManagement>
  20.     <dependencies>
  21.         <dependency>
  22.             <groupId>com.google.cloud</groupId>
  23.             <artifactId>google-cloud-shared-dependencies</artifactId>
  24.             <version>0.13.0</version>
  25.             <type>pom</type>
  26.             <scope>import</scope>
  27.         </dependency>
  28.         <dependency>
  29.             <groupId>com.google.cloud</groupId>
  30.             <artifactId>google-cloud-bigquery</artifactId>
  31.             <version>1.116.10</version>
  32.             <exclusions>
  33.                 <exclusion>
  34.                     <groupId>com.google.guava</groupId>
  35.                     <artifactId>guava-jdk5</artifactId>
  36.                 </exclusion>
  37.                 <exclusion>
  38.                     <groupId>com.google.guava</groupId>
  39.                     <artifactId>guava</artifactId>
  40.                 </exclusion>
  41.                 <exclusion>
  42.                     <groupId>com.google.guava</groupId>
  43.                     <artifactId>failureaccess</artifactId>
  44.                 </exclusion>
  45.                 <exclusion>
  46.                     <groupId>com.google.guava</groupId>
  47.                     <artifactId>listenablefuture</artifactId>
  48.                 </exclusion>
  49.             </exclusions>
  50.         </dependency>
  51.         <dependency>
  52.             <groupId>com.google.cloud.spark</groupId>
  53.             <artifactId>spark-bigquery_2.11</artifactId>
  54.             <version>0.17.3</version>
  55.             <exclusions>
  56.                 <exclusion>
  57.                     <groupId>com.google.guava</groupId>
  58.                     <artifactId>guava-jdk5</artifactId>
  59.                 </exclusion>
  60.                 <exclusion>
  61.                     <groupId>com.google.guava</groupId>
  62.                     <artifactId>guava</artifactId>
  63.                 </exclusion>
  64.                 <exclusion>
  65.                     <groupId>com.google.guava</groupId>
  66.                     <artifactId>failureaccess</artifactId>
  67.                 </exclusion>
  68.                 <exclusion>
  69.                     <groupId>com.google.guava</groupId>
  70.                     <artifactId>listenablefuture</artifactId>
  71.                 </exclusion>
  72.             </exclusions>
  73.         </dependency>
  74.         <dependency>
  75.             <groupId>org.projectlombok</groupId>
  76.             <artifactId>lombok</artifactId>
  77.             <version>1.18.10</version>
  78.             <scope>provided</scope>
  79.         </dependency>
  80.         <dependency>
  81.             <groupId>org.apache.spark</groupId>
  82.             <artifactId>spark-core_2.11</artifactId>
  83.             <version>${spark.version}</version>
  84.         </dependency>
  85.         <dependency>
  86.             <groupId>org.apache.spark</groupId>
  87.             <artifactId>spark-sql_2.11</artifactId>
  88.             <version>${spark.version}</version>
  89.         </dependency>
  90.         <dependency>
  91.             <groupId>com.google.guava</groupId>
  92.             <artifactId>guava</artifactId>
  93.             <version>30.0-jre</version>
  94.         </dependency>
  95.         <dependency>
  96.             <groupId>org.scala-lang</groupId>
  97.             <artifactId>scala-library</artifactId>
  98.             <version>${scala.version}</version>
  99.         </dependency>
  100.         <dependency>
  101.             <groupId>org.scala-lang</groupId>
  102.             <artifactId>scala-compiler</artifactId>
  103.             <version>${scala.version}</version>
  104.         </dependency>
  105.         <dependency>
  106.             <groupId>org.scala-lang</groupId>
  107.             <artifactId>scala-reflect</artifactId>
  108.             <version>${scala.version}</version>
  109.         </dependency>
  110.     </dependencies>
  112.     <build>
  113.         <plugins>
  114.             <plugin>
  115.                 <groupId>org.apache.maven.plugins</groupId>
  116.                 <artifactId>maven-compiler-plugin</artifactId>
  117.                 <version>3.3</version>
  118.                 <configuration>
  119.                     <source>${java.version}</source>
  120.                     <target>${java.version}</target>
  121.                 </configuration>
  122.             </plugin>
  123.             <!-- Maven Shade Plugin -->
  124.             <plugin>
  125.                 <groupId>org.apache.maven.plugins</groupId>
  126.                 <artifactId>maven-shade-plugin</artifactId>
  127.                 <version>3.2.1</version>
  128.                 <executions>
  129.                     <!-- Run shade goal on package phase -->
  130.                     <execution>
  131.                         <phase>package</phase>
  132.                         <goals>
  133.                             <goal>shade</goal>
  134.                         </goals>
  135.                         <configuration>
  136.                             <filters>
  137.                                 <filter>
  138.                                     <artifact>*:*</artifact>
  139.                                     <excludes>
  140.                                         <exclude>META-INF/*.SF</exclude>
  141.                                         <exclude>META-INF/*.DSA</exclude>
  142.                                         <exclude>META-INF/*.RSA</exclude>
  143.                                     </excludes>
  144.                                 </filter>
  145.                             </filters>
  146.                             <finalName>${project.artifactId}-${project.version}</finalName>
  147.                             <relocations>
  148.                                 <relocation>
  149.                                     <pattern>com.google.common</pattern>
  150.                                     <shadedPattern>shaded.com.google.common</shadedPattern>
  151.                                 </relocation>
  152.                                 <relocation>
  153.                                     <pattern>com.google.protobuf</pattern>
  154.                                     <shadedPattern>shaded.com.google.protobuf</shadedPattern>
  155.                                 </relocation>
  156.                             </relocations>
  157.                             <transformers>
  158.                                 <transformer
  159.                                         implementation="org.apache.maven.plugins.shade.resource.ManifestResourceTransformer">
  160.                                 </transformer>
  161.                                 <transformer
  162.                                         implementation="org.apache.maven.plugins.shade.resource.ServicesResourceTransformer"/>
  163.                             </transformers>
  164.                         </configuration>
  165.                     </execution>
  166.                 </executions>
  167.             </plugin>
  169.             <plugin>
  170.                 <groupId>org.jacoco</groupId>
  171.                 <artifactId>jacoco-maven-plugin</artifactId>
  172.                 <version>0.8.5</version>
  173.                 <executions>
  174.                     <execution>
  175.                         <id>prepare-agent</id>
  176.                         <goals>
  177.                             <goal>prepare-agent</goal>
  178.                         </goals>
  179.                         <configuration>
  180.                             <destFile>target/ut-coverage.exec</destFile>
  181.                         </configuration>
  182.                     </execution>
  183.                     <execution>
  184.                         <id>report</id>
  185.                         <phase>verify</phase>
  186.                         <goals>
  187.                             <goal>report</goal>
  188.                         </goals>
  189.                         <configuration>
  190.                             <dataFile>target/ut-coverage.exec</dataFile>
  191.                             <outputDirectory>target/jacoco-ut</outputDirectory>
  192.                         </configuration>
  193.                     </execution>
  194.                 </executions>
  195.             </plugin>
  196.         </plugins>

示例代码：

  1. public static SparkSession getSparkSession() {
  2.         return SparkSession.builder()
  3.                 //.master("local[*]")
  4.                 .config("spark.jars","gs://spark-lib/bigquery/spark-bigquery-latest.jar")
  5.                 .getOrCreate();
  6.     }
  8.     public static void main(String[] args) {
  9.         SparkSession session = getSparkSession();
  10.         Dataset<Row> readDS = session.read().format("bigquery")
  11.                 .option("table", "<PROJECT_ID.DATASET.TABLENAME>")
  12.                 .option("project", projectId)
  13.                 .option("parentProject", projectId)
  14.                 .load();
  15.         readDS.show(1,false);
  16.     }
Javaapache-sparkgoogle-bigquerygoogle-cloud-dataproc

1条答案

按热度按时间
izj3ouym

izj3ouym1#

对于其他人，
下面是我使用的大查询依赖项，它现在可以正常工作了。

  1. <dependency>
  2.     <groupId>com.google.cloud.spark</groupId>
  3.     <artifactId>spark-bigquery-with-dependencies_2.12</artifactId>
  4.     <version>0.17.3</version>
  5.     <exclusions>
  6.           <exclusion>
  7.                 <groupId>com.google.guava</groupId>
  8.                 <artifactId>guava-jdk5</artifactId>
  9.           </exclusion>
  10.           <exclusion>
  11.                 <groupId>com.google.guava</groupId>
  12.                 <artifactId>guava</artifactId>
  13.           </exclusion>
  14.           <exclusion>
  15.                 <groupId>com.google.guava</groupId>
  16.                 <artifactId>failureaccess</artifactId>
  17.           </exclusion>
  18.           <exclusion>
  19.                 <groupId>com.google.guava</groupId>
  20.                 <artifactId>listenablefuture</artifactId>
  21.           </exclusion>
  22.     </exclusions>
  23. </dependency>
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