chi*_*tty 6 amazon-ec2 amazon-web-services amazon-emr pyspark
我尝试使用 AWS CLI 创建 EMR 集群来运行 python 脚本(使用 pyspark),如下所示:
aws emr create-cluster --name "emr cluster for pyspark (test)"\
--applications Name=Spark Name=Hadoop --release-label emr-5.25.0 --use-default-roles \
--ec2-attributes KeyName=my-key --instance-groups \
InstanceGroupType=MASTER,InstanceCount=1,InstanceType=m4.xlarge \
InstanceGroupType=CORE,InstanceCount=2,InstanceType=m4.xlarge \
--bootstrap-actions Path="s3://mybucket/my_bootstrap.sh" --steps \
Type=CUSTOM_JAR,Name="Spark Count group by QRACE",ActionOnFailure=CONTINUE\
,Jar=s3://us-east-2.elasticmapreduce/libs/script-runner/script-runner.jar,\
Args=["s3://mybucket/my_step.py","s3://mybucket/my_input.txt","s3://mybucket/output"]\
--log-uri "s3://mybucket/logs"
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引导脚本设置 Python3.7、安装 pyspark (2.4.3) 并安装 Java 8。但是,我的脚本失败并出现以下错误:
y4j.protocol.Py4JJavaError: An error occurred while calling o32.csv.
: java.lang.RuntimeException:
java.lang.ClassNotFoundException: Class com.amazon.ws.emr.hadoop.fs.EmrFileSystem not found
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我尝试将--configurations
带有以下 json 文件的参数添加到create-cluster
命令中(但没有帮助):
[
{
"Classification":"spark-defaults",
"Properties":{
"spark.executor.extraClassPath":"/etc/hadoop/conf:/etc/hive/conf:/usr/lib/hadoop-lzo/lib/*:/usr/share/aws/aws-java-sdk/*:/usr/share/aws/emr/emrfs/conf:/usr/share/aws/emr/emrfs/lib/*:/usr/share/aws/emr/emrfs/auxlib/*",
"spark.driver.extraClassPath":"/etc/hadoop/conf:/etc/hive/conf:/usr/lib/hadoop-lzo/lib/*:/usr/share/aws/aws-java-sdk/*:/usr/share/aws/emr/emrfs/conf:/usr/share/aws/emr/emrfs/lib/*:/usr/share/aws/emr/emrfs/auxlib/*"
}
}
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]
任何有关我可以在哪里查看或可以做什么的指示都会非常有帮助!
编辑:我能够按照@Lamanus 的建议解决这个问题。但我的 PySpark 应用程序似乎可以在 EMR 5.30.1 上完美运行,但不能在 EMR 5.25.0 上运行
我现在收到以下错误:
Exception in thread "main" org.apache.spark.SparkException: Application application_1596402225924_0001 finished with failed status
at org.apache.spark.deploy.yarn.Client.run(Client.scala:1148)
at org.apache.spark.deploy.yarn.YarnClusterApplication.start(Client.scala:1525)
at org.apache.spark.deploy.SparkSubmit.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:849)
at org.apache.spark.deploy.SparkSubmit.doRunMain$1(SparkSubmit.scala:167)
at org.apache.spark.deploy.SparkSubmit.submit(SparkSubmit.scala:195)
at org.apache.spark.deploy.SparkSubmit.doSubmit(SparkSubmit.scala:86)
at org.apache.spark.deploy.SparkSubmit$$anon$2.doSubmit(SparkSubmit.scala:924)
at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:933)
at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
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我不知道在哪里可以找到有用的错误报告/日志来了解出了什么问题。它与 EMR-5.30.1 和 Spark-2.4.5 完美配合。
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