这是我的代码,只需使用spark cassandra连接器读取列族
import static com.datastax.spark.connector.japi.CassandraJavaUtil.*;
import com.datastax.spark.connector.japi.SparkContextJavaFunctions;
import org.apache.spark.SparkConf;
import org.apache.spark.SparkContext;
import org.apache.spark.api.java.JavaRDD;
public class Main {
private static final String HOST = "spark://sparkmaster:7077";
// private static final String HOST = "local[4]";
private static final String APP_NAME = "Cassandra Spark WordCount";
public static void main (String... args) {
String[] jars = {
"./build/libs/CassandraSparkMapReduce-1.0-SNAPSHOT.jar"
};
SparkConf conf = new SparkConf(true)
.set("spark.cassandra.connection.host", "107.108.214.154")
.set("spark.executor.userClassPathFirst", "true")
.setJars(jars);
SparkContext sc = new SparkContext(HOST, APP_NAME, conf);
SparkContextJavaFunctions context = javaFunctions(sc);
JavaRDD<String> rdd = context.cassandraTable("wordcount", "input")
.map(row -> row.toString());
System.out.println(rdd.toArray());
}
}
这是我的build.gradle
文件来构建和运行应用程序
group 'in.suyash.tests'
version '1.0-SNAPSHOT'
apply plugin: 'java'
apply plugin: 'application'
sourceCompatibility = 1.8
repositories {
mavenCentral()
}
dependencies {
compile group: 'org.apache.spark', name: 'spark-core_2.10', version: '1.4.0'
compile group: 'com.datastax.spark', name: 'spark-cassandra-connector_2.10', version: '1.4.0-M1'
compile group: 'com.datastax.spark', name: 'spark-cassandra-connector-java_2.10', version: '1.4.0-M1'
testCompile group: 'junit', name: 'junit', version: '4.11'
}
sourceSets {
main {
java {
srcDir './'
}
}
}
mainClassName = 'Main'
// http://stackoverflow.com/a/14441628/3673043
jar {
doFirst {
from {
configurations.compile.collect {
it.isDirectory() ? it : zipTree(it)
}
}
}
exclude 'META-INF/*.RSA', 'META-INF/*.SF','META-INF/*.DSA'
}
我首先执行gradle build
来构建jar,然后执行gradle run
来执行我的工作。但是这个工作失败了,看着执行器中的stderr
,我得到了以下异常
java.lang.ClassCastException: org.apache.spark.scheduler.ResultTask cannot be cast to org.apache.spark.scheduler.Task
at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:194)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
at java.lang.Thread.run(Thread.java:745)
我有一个3节点设置,其中一个节点充当火花主节点,而其他两个节点充当火花工作节点,并且还形成一个cassandra环。我可以在本地执行作业,如果我更改我的火花主机,但在群集上我得到这个奇怪的异常,我在其他地方找不到。版本:
的修改
我无法准确回答我是如何解决这个问题的,但是我从所有节点中删除了所有java安装,重新启动了所有内容并安装了jdk1.8.0_45
的全新副本,再次启动了我的集群,现在作业成功完成。对此行为的任何解释都是受欢迎的。