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Posted to user-zh@flink.apache.org by "amenhub@163.com" <am...@163.com> on 2020/10/14 03:19:57 UTC
flink1.11加载外部jar包进行UDF注册
hi, everyone
近期有做一个关于从外部路径加载UDF的开发，但报了如下异常：(截取主要的异常信息)
org.apache.flink.streaming.runtime.tasks.StreamTaskException: Cannot load user class: com.xxx.xxx.udf.Uppercase
ClassLoader info: URL ClassLoader:
file: '/tmp/blobStore-1318a525-1b5a-4c07-808e-f62083c3fb11/job_a5501605ff554915a81ae12e3018e77d/blob_p-b0411adc6fb3d602ed03076ddc3d1bf3e6a63319-48d1e8f3c1b25d4e2b78242429834e31' (valid JAR)
Class not resolvable through given classloader.
at org.apache.flink.streaming.api.graph.StreamConfig.getStreamOperatorFactory(StreamConfig.java:288) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.streaming.runtime.tasks.OperatorChain.createChainedOperator(OperatorChain.java:471) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.streaming.runtime.tasks.OperatorChain.createOutputCollector(OperatorChain.java:393) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.streaming.runtime.tasks.OperatorChain.<init>(OperatorChain.java:155) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.streaming.runtime.tasks.StreamTask.beforeInvoke(StreamTask.java:453) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.streaming.runtime.tasks.StreamTask.invoke(StreamTask.java:522) ~[flink-streaming-java_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:721) [flink-dist_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.runtime.taskmanager.Task.run(Task.java:546) [flink-dist_2.11-1.11.1.jar:1.11.1]
at java.lang.Thread.run(Thread.java:748) [?:1.8.0_171]
Caused by: java.lang.ClassNotFoundException: com.xxx.xxx.udf.Uppercase
at java.net.URLClassLoader.findClass(URLClassLoader.java:381) ~[?:1.8.0_171]
at java.lang.ClassLoader.loadClass(ClassLoader.java:424) ~[?:1.8.0_171]
at org.apache.flink.util.FlinkUserCodeClassLoader.loadClassWithoutExceptionHandling(FlinkUserCodeClassLoader.java:61) ~[flink-dist_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.util.ChildFirstClassLoader.loadClassWithoutExceptionHandling(ChildFirstClassLoader.java:74) ~[flink-dist_2.11-1.11.1.jar:1.11.1]
at org.apache.flink.util.FlinkUserCodeClassLoader.loadClass(FlinkUserCodeClassLoader.java:48) ~[flink-dist_2.11-1.11.1.jar:1.11.1]
at java.lang.ClassLoader.loadClass(ClassLoader.java:357) ~[?:1.8.0_171]
at java.lang.Class.forName0(Native Method) ~[?:1.8.0_171]
at java.lang.Class.forName(Class.java:348) ~[?:1.8.0_171]
我这边猜测的原因是进行外部jar包加载进行createTemporarySystemFunction的时候，在flink运行环境中没有将外部jar加载进来，但对这个猜测也还是很迷惑，菜鸟操作，希望有大佬帮忙提供解决方案或思路，谢谢~
best,
amenhub
Re: Re: flink1.11加载外部jar包进行UDF注册
Posted by "amenhub@163.com" <am...@163.com>.
是的，正如@chenxuying 和@zhisheng 所说，
我这边采用的方案是通过pipeline.classpaths参数将需要的udf jar添加到类路径中，但是当task被分配到tm去执行时仍需要找到所需udf jar才行，所以在1.11版本中我采用-yt参数将/plugins插件目录上传至hdfs，即可解决这个问题~
best,
amenhub
发件人： zhisheng
发送时间： 2020-10-22 23:28
收件人： user-zh
主题： Re: flink1.11加载外部jar包进行UDF注册
hi
flink 1.11 如果是要管理 udf jar 的话应该是可以通过 yarn-provided-lib-dirs [1] 这个参数去控制 udf
jar 的路径地址，ps，这个参数只在 1.11 才支持
[1]
https://ci.apache.org/projects/flink/flink-docs-stable/zh/ops/config.html#yarn-provided-lib-dirs
Best
zhisheng
Husky Zeng <56...@qq.com> 于2020年10月22日周四 上午11:31写道：
>
> http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/Is-there-a-way-to-avoid-submit-hive-udf-s-resources-when-we-submit-a-job-td38204.html
>
>
>
> https://issues.apache.org/jira/browse/FLINK-19335?focusedCommentId=17199927&page=com.atlassian.jira.plugin.system.issuetabpanels%3Acomment-tabpanel#comment-17199927
>
>
>
> 我们也在搞一个从hdfs路径加载udf的功能，你看下是不是同一个问题？可以交流一下。
>
>
>
> --
> Sent from: http://apache-flink.147419.n8.nabble.com/
>
Re: flink1.11加载外部jar包进行UDF注册
Posted by zhisheng <zh...@gmail.com>.
hi
flink 1.11 如果是要管理 udf jar 的话应该是可以通过 yarn-provided-lib-dirs [1] 这个参数去控制 udf
jar 的路径地址，ps，这个参数只在 1.11 才支持
[1]
https://ci.apache.org/projects/flink/flink-docs-stable/zh/ops/config.html#yarn-provided-lib-dirs
Best
zhisheng
Husky Zeng <56...@qq.com> 于2020年10月22日周四 上午11:31写道：
>
> http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/Is-there-a-way-to-avoid-submit-hive-udf-s-resources-when-we-submit-a-job-td38204.html
>
>
>
> https://issues.apache.org/jira/browse/FLINK-19335?focusedCommentId=17199927&page=com.atlassian.jira.plugin.system.issuetabpanels%3Acomment-tabpanel#comment-17199927
>
>
>
> 我们也在搞一个从hdfs路径加载udf的功能，你看下是不是同一个问题？可以交流一下。
>
>
>
> --
> Sent from: http://apache-flink.147419.n8.nabble.com/
>
Re: flink1.11加载外部jar包进行UDF注册
Posted by Husky Zeng <56...@qq.com>.
http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/Is-there-a-way-to-avoid-submit-hive-udf-s-resources-when-we-submit-a-job-td38204.html
https://issues.apache.org/jira/browse/FLINK-19335?focusedCommentId=17199927&page=com.atlassian.jira.plugin.system.issuetabpanels%3Acomment-tabpanel#comment-17199927
我们也在搞一个从hdfs路径加载udf的功能，你看下是不是同一个问题？可以交流一下。
--
Sent from: http://apache-flink.147419.n8.nabble.com/
Re:Re: Re: flink1.11加载外部jar包进行UDF注册
Posted by chenxuying <cx...@163.com>.
1使用系统类加载器的时候，本身作业包开放给外部UDF jar包实现的接口会报ClassNotFound异常
2线程上下文类加载器是什么
不太明白这两点,可以写个代码例子看看吗
在 2020-10-15 19:47:20，"amenhub@163.com" <am...@163.com> 写道：
>追加问题，在使用线程上下文类加载器的时候，数据会重复发送三条，这是因为添加pipeline.classpaths的缘故吗？
>那这种设置env的方式有可能还会造成其他什么问题？
>
>best,
>amenhub
>
>发件人： amenhub@163.com
>发送时间： 2020-10-15 19:22
>收件人： user-zh
>主题： Re: Re: flink1.11加载外部jar包进行UDF注册
>非常感谢您的回复！
>
>对于我来说，这是一个非常好的办法，但是我有一个疑问：类加载器只能使用系统类加载器进行加载吗？
>因为我在尝试使用系统类加载器的时候，本身作业包开放给外部UDF jar包实现的接口会报ClassNotFound异常，而将类加载器指向主类（这种方式的话这里应该是使用默认的线程上下文加载器），则可避免这个问题。
>
>期待您的回复，谢谢~
>
>best,
>amenhub
>发件人： cxydevelop@163.com
>发送时间： 2020-10-15 17:46
>收件人： user-zh
>主题： Re: flink1.11加载外部jar包进行UDF注册
>我们用方法是通过反射设置env的配置,增加pipeline.classpaths
>具体代码如下
>public static void main(final String[] args) throws Exception {
> StreamExecutionEnvironment env =
>StreamExecutionEnvironment.getExecutionEnvironment();
> EnvironmentSettings settings =
>EnvironmentSettings.newInstance().useBlinkPlanner().inStreamingMode().build();
> StreamTableEnvironment tableEnvironment =
>StreamTableEnvironment.create(env, settings);
>// String path = "file:///D:/cxy/idea_workspace/...xxx.jar";
> String path = "https://...xxx.jar";
> loadJar(new URL(path));
> Field configuration =
>StreamExecutionEnvironment.class.getDeclaredField("configuration");
> configuration.setAccessible(true);
> Configuration o = (Configuration)configuration.get(env);
> Field confData = Configuration.class.getDeclaredField("confData");
> confData.setAccessible(true);
> Map<String,Object> temp = (Map<String,Object>)confData.get(o);
> List<String> jarList = new ArrayList<>();
> jarList.add(path);
> temp.put("pipeline.classpaths",jarList);
> tableEnvironment.executeSql("CREATE FUNCTION CxyTestReturnSelf AS
>'flinksql.function.udf.CxyTestReturnSelf'");
> tableEnvironment.executeSql("CREATE TABLE sourceTable (\n" +
> " f_sequence INT,\n" +
> " f_random INT,\n" +
> " f_random_str STRING,\n" +
> " ts AS localtimestamp,\n" +
> " WATERMARK FOR ts AS ts\n" +
> ") WITH (\n" +
> " 'connector' = 'datagen',\n" +
> " 'rows-per-second'='5',\n" +
> "\n" +
> " 'fields.f_sequence.kind'='sequence',\n" +
> " 'fields.f_sequence.start'='1',\n" +
> " 'fields.f_sequence.end'='1000',\n" +
> "\n" +
> " 'fields.f_random.min'='1',\n" +
> " 'fields.f_random.max'='1000',\n" +
> "\n" +
> " 'fields.f_random_str.length'='10'\n" +
> ")");
> tableEnvironment.executeSql("CREATE TABLE sinktable (\n" +
> " f_random_str STRING" +
> ") WITH (\n" +
> " 'connector' = 'print'\n" +
> ")");
> tableEnvironment.executeSql(
> "insert into sinktable " +
> "select CxyTestReturnSelf(f_random_str) " +
> "from sourceTable");
> }
> //动态加载Jar
> public static void loadJar(URL jarUrl) {
> //从URLClassLoader类加载器中获取类的addURL方法
> Method method = null;
> try {
> method = URLClassLoader.class.getDeclaredMethod("addURL",
>URL.class);
> } catch (NoSuchMethodException | SecurityException e1) {
> e1.printStackTrace();
> }
> // 获取方法的访问权限
> boolean accessible = method.isAccessible();
> try {
> //修改访问权限为可写
> if (accessible == false) {
> method.setAccessible(true);
> }
> // 获取系统类加载器
> URLClassLoader classLoader = (URLClassLoader)
>ClassLoader.getSystemClassLoader();
> //jar路径加入到系统url路径里
> method.invoke(classLoader, jarUrl);
> } catch (Exception e) {
> e.printStackTrace();
> } finally {
> method.setAccessible(accessible);
> }
> }
>--
>Sent from: http://apache-flink.147419.n8.nabble.com/
Re: Re: flink1.11加载外部jar包进行UDF注册
Posted by "amenhub@163.com" <am...@163.com>.
追加问题，在使用线程上下文类加载器的时候，数据会重复发送三条，这是因为添加pipeline.classpaths的缘故吗？
那这种设置env的方式有可能还会造成其他什么问题？
best,
amenhub
发件人： amenhub@163.com
发送时间： 2020-10-15 19:22
收件人： user-zh
主题： Re: Re: flink1.11加载外部jar包进行UDF注册
非常感谢您的回复！
对于我来说，这是一个非常好的办法，但是我有一个疑问：类加载器只能使用系统类加载器进行加载吗？
因为我在尝试使用系统类加载器的时候，本身作业包开放给外部UDF jar包实现的接口会报ClassNotFound异常，而将类加载器指向主类（这种方式的话这里应该是使用默认的线程上下文加载器），则可避免这个问题。
期待您的回复，谢谢~
best,
amenhub
发件人： cxydevelop@163.com
发送时间： 2020-10-15 17:46
收件人： user-zh
主题： Re: flink1.11加载外部jar包进行UDF注册
我们用方法是通过反射设置env的配置,增加pipeline.classpaths
具体代码如下
public static void main(final String[] args) throws Exception {
StreamExecutionEnvironment env =
StreamExecutionEnvironment.getExecutionEnvironment();
EnvironmentSettings settings =
EnvironmentSettings.newInstance().useBlinkPlanner().inStreamingMode().build();
StreamTableEnvironment tableEnvironment =
StreamTableEnvironment.create(env, settings);
// String path = "file:///D:/cxy/idea_workspace/...xxx.jar";
String path = "https://...xxx.jar";
loadJar(new URL(path));
Field configuration =
StreamExecutionEnvironment.class.getDeclaredField("configuration");
configuration.setAccessible(true);
Configuration o = (Configuration)configuration.get(env);
Field confData = Configuration.class.getDeclaredField("confData");
confData.setAccessible(true);
Map<String,Object> temp = (Map<String,Object>)confData.get(o);
List<String> jarList = new ArrayList<>();
jarList.add(path);
temp.put("pipeline.classpaths",jarList);
tableEnvironment.executeSql("CREATE FUNCTION CxyTestReturnSelf AS
'flinksql.function.udf.CxyTestReturnSelf'");
tableEnvironment.executeSql("CREATE TABLE sourceTable (\n" +
" f_sequence INT,\n" +
" f_random INT,\n" +
" f_random_str STRING,\n" +
" ts AS localtimestamp,\n" +
" WATERMARK FOR ts AS ts\n" +
") WITH (\n" +
" 'connector' = 'datagen',\n" +
" 'rows-per-second'='5',\n" +
"\n" +
" 'fields.f_sequence.kind'='sequence',\n" +
" 'fields.f_sequence.start'='1',\n" +
" 'fields.f_sequence.end'='1000',\n" +
"\n" +
" 'fields.f_random.min'='1',\n" +
" 'fields.f_random.max'='1000',\n" +
"\n" +
" 'fields.f_random_str.length'='10'\n" +
")");
tableEnvironment.executeSql("CREATE TABLE sinktable (\n" +
" f_random_str STRING" +
") WITH (\n" +
" 'connector' = 'print'\n" +
")");
tableEnvironment.executeSql(
"insert into sinktable " +
"select CxyTestReturnSelf(f_random_str) " +
"from sourceTable");
}
//动态加载Jar
public static void loadJar(URL jarUrl) {
//从URLClassLoader类加载器中获取类的addURL方法
Method method = null;
try {
method = URLClassLoader.class.getDeclaredMethod("addURL",
URL.class);
} catch (NoSuchMethodException | SecurityException e1) {
e1.printStackTrace();
}
// 获取方法的访问权限
boolean accessible = method.isAccessible();
try {
//修改访问权限为可写
if (accessible == false) {
method.setAccessible(true);
}
// 获取系统类加载器
URLClassLoader classLoader = (URLClassLoader)
ClassLoader.getSystemClassLoader();
//jar路径加入到系统url路径里
method.invoke(classLoader, jarUrl);
} catch (Exception e) {
e.printStackTrace();
} finally {
method.setAccessible(accessible);
}
}
--
Sent from: http://apache-flink.147419.n8.nabble.com/
Re: Re: flink1.11加载外部jar包进行UDF注册
Posted by "amenhub@163.com" <am...@163.com>.
非常感谢您的回复！
对于我来说，这是一个非常好的办法，但是我有一个疑问：类加载器只能使用系统类加载器进行加载吗？
因为我在尝试使用系统类加载器的时候，本身作业包开放给外部UDF jar包实现的接口会报ClassNotFound异常，而将类加载器指向主类（这种方式的话这里应该是使用默认的线程上下文加载器），则可避免这个问题。
期待您的回复，谢谢~
best,
amenhub
发件人： cxydevelop@163.com
发送时间： 2020-10-15 17:46
收件人： user-zh
主题： Re: flink1.11加载外部jar包进行UDF注册
我们用方法是通过反射设置env的配置,增加pipeline.classpaths
具体代码如下
public static void main(final String[] args) throws Exception {
StreamExecutionEnvironment env =
StreamExecutionEnvironment.getExecutionEnvironment();
EnvironmentSettings settings =
EnvironmentSettings.newInstance().useBlinkPlanner().inStreamingMode().build();
StreamTableEnvironment tableEnvironment =
StreamTableEnvironment.create(env, settings);
// String path = "file:///D:/cxy/idea_workspace/...xxx.jar";
String path = "https://...xxx.jar";
loadJar(new URL(path));
Field configuration =
StreamExecutionEnvironment.class.getDeclaredField("configuration");
configuration.setAccessible(true);
Configuration o = (Configuration)configuration.get(env);
Field confData = Configuration.class.getDeclaredField("confData");
confData.setAccessible(true);
Map<String,Object> temp = (Map<String,Object>)confData.get(o);
List<String> jarList = new ArrayList<>();
jarList.add(path);
temp.put("pipeline.classpaths",jarList);
tableEnvironment.executeSql("CREATE FUNCTION CxyTestReturnSelf AS
'flinksql.function.udf.CxyTestReturnSelf'");
tableEnvironment.executeSql("CREATE TABLE sourceTable (\n" +
" f_sequence INT,\n" +
" f_random INT,\n" +
" f_random_str STRING,\n" +
" ts AS localtimestamp,\n" +
" WATERMARK FOR ts AS ts\n" +
") WITH (\n" +
" 'connector' = 'datagen',\n" +
" 'rows-per-second'='5',\n" +
"\n" +
" 'fields.f_sequence.kind'='sequence',\n" +
" 'fields.f_sequence.start'='1',\n" +
" 'fields.f_sequence.end'='1000',\n" +
"\n" +
" 'fields.f_random.min'='1',\n" +
" 'fields.f_random.max'='1000',\n" +
"\n" +
" 'fields.f_random_str.length'='10'\n" +
")");
tableEnvironment.executeSql("CREATE TABLE sinktable (\n" +
" f_random_str STRING" +
") WITH (\n" +
" 'connector' = 'print'\n" +
")");
tableEnvironment.executeSql(
"insert into sinktable " +
"select CxyTestReturnSelf(f_random_str) " +
"from sourceTable");
}
//动态加载Jar
public static void loadJar(URL jarUrl) {
//从URLClassLoader类加载器中获取类的addURL方法
Method method = null;
try {
method = URLClassLoader.class.getDeclaredMethod("addURL",
URL.class);
} catch (NoSuchMethodException | SecurityException e1) {
e1.printStackTrace();
}
// 获取方法的访问权限
boolean accessible = method.isAccessible();
try {
//修改访问权限为可写
if (accessible == false) {
method.setAccessible(true);
}
// 获取系统类加载器
URLClassLoader classLoader = (URLClassLoader)
ClassLoader.getSystemClassLoader();
//jar路径加入到系统url路径里
method.invoke(classLoader, jarUrl);
} catch (Exception e) {
e.printStackTrace();
} finally {
method.setAccessible(accessible);
}
}
--
Sent from: http://apache-flink.147419.n8.nabble.com/
Re: flink1.11加载外部jar包进行UDF注册
Posted by "cxydevelop@163.com" <cx...@163.com>.
我们用方法是通过反射设置env的配置,增加pipeline.classpaths
具体代码如下
public static void main(final String[] args) throws Exception {
StreamExecutionEnvironment env =
StreamExecutionEnvironment.getExecutionEnvironment();
EnvironmentSettings settings =
EnvironmentSettings.newInstance().useBlinkPlanner().inStreamingMode().build();
StreamTableEnvironment tableEnvironment =
StreamTableEnvironment.create(env, settings);
// String path = "file:///D:/cxy/idea_workspace/...xxx.jar";
String path = "https://...xxx.jar";
loadJar(new URL(path));
Field configuration =
StreamExecutionEnvironment.class.getDeclaredField("configuration");
configuration.setAccessible(true);
Configuration o = (Configuration)configuration.get(env);
Field confData = Configuration.class.getDeclaredField("confData");
confData.setAccessible(true);
Map<String,Object> temp = (Map<String,Object>)confData.get(o);
List<String> jarList = new ArrayList<>();
jarList.add(path);
temp.put("pipeline.classpaths",jarList);
tableEnvironment.executeSql("CREATE FUNCTION CxyTestReturnSelf AS
'flinksql.function.udf.CxyTestReturnSelf'");
tableEnvironment.executeSql("CREATE TABLE sourceTable (\n" +
" f_sequence INT,\n" +
" f_random INT,\n" +
" f_random_str STRING,\n" +
" ts AS localtimestamp,\n" +
" WATERMARK FOR ts AS ts\n" +
") WITH (\n" +
" 'connector' = 'datagen',\n" +
" 'rows-per-second'='5',\n" +
"\n" +
" 'fields.f_sequence.kind'='sequence',\n" +
" 'fields.f_sequence.start'='1',\n" +
" 'fields.f_sequence.end'='1000',\n" +
"\n" +
" 'fields.f_random.min'='1',\n" +
" 'fields.f_random.max'='1000',\n" +
"\n" +
" 'fields.f_random_str.length'='10'\n" +
")");
tableEnvironment.executeSql("CREATE TABLE sinktable (\n" +
" f_random_str STRING" +
") WITH (\n" +
" 'connector' = 'print'\n" +
")");
tableEnvironment.executeSql(
"insert into sinktable " +
"select CxyTestReturnSelf(f_random_str) " +
"from sourceTable");
}
//动态加载Jar
public static void loadJar(URL jarUrl) {
//从URLClassLoader类加载器中获取类的addURL方法
Method method = null;
try {
method = URLClassLoader.class.getDeclaredMethod("addURL",
URL.class);
} catch (NoSuchMethodException | SecurityException e1) {
e1.printStackTrace();
}
// 获取方法的访问权限
boolean accessible = method.isAccessible();
try {
//修改访问权限为可写
if (accessible == false) {
method.setAccessible(true);
}
// 获取系统类加载器
URLClassLoader classLoader = (URLClassLoader)
ClassLoader.getSystemClassLoader();
//jar路径加入到系统url路径里
method.invoke(classLoader, jarUrl);
} catch (Exception e) {
e.printStackTrace();
} finally {
method.setAccessible(accessible);
}
}
--
Sent from: http://apache-flink.147419.n8.nabble.com/