flink1.11加载外部jar包进行UDF注册

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flink1.11加载外部jar包进行UDF注册

amenhub@163.com
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

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Re: flink1.11加载外部jar包进行UDF注册

cxydevelop@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);
        }
    }



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Re: Re: flink1.11加载外部jar包进行UDF注册

amenhub@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: [hidden email]
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);
        }
    }
 
 
 
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Re: Re: flink1.11加载外部jar包进行UDF注册

amenhub@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: [hidden email]
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: [hidden email]
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);
        }
    }
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Re:Re: Re: flink1.11加载外部jar包进行UDF注册

cxydevelop@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,"[hidden email]" <[hidden email]> 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: [hidden email]
>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: [hidden email]
>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/
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Re: flink1.11加载外部jar包进行UDF注册

Husky Zeng
In reply to this post by cxydevelop@163.com
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Re: flink1.11加载外部jar包进行UDF注册

zhisheng
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 <[hidden email]> 于2020年10月22日周四 上午11:31写道:
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Re: Re: flink1.11加载外部jar包进行UDF注册

amenhub@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 <[hidden email]> 于2020年10月22日周四 上午11:31写道:
 
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Re: flink1.11加载外部jar包进行UDF注册

Lori681
In reply to this post by amenhub@163.com


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