使用Java写入数据库时​​Apache Beam管道中的异常处理

时间:2019-05-31 16:04:38

标签: jdbc apache-beam apache-beam-io

在管道末尾将简单记录写入Postgres中的表(可以是任何db)时,某些潜在记录会违反唯一性约束并触发异常。据我所知,没有任何一种可以妥善处理这些问题的直接方法-管道要么完全出错,要么取决于运行程序,从而进入了无限的死亡螺旋。

在光束docs中似乎没有提及这种情况下的错误处理。关于错误处理的媒介posts似乎不适用于返回PDone的这种特殊类型的PTransform。

This的答案难以理解,并且没有示例。

在我的示例中,我正在读取包含2条重复行的文件,并尝试将它们写入表中。

CREATE TABLE foo (
    field CHARACTER VARYING(100) UNIQUE
);

foo.txt包含:

a
a

管道如下所示:

        Pipeline p = Pipeline.create();
        p.apply(TextIO.read().from("/path/to/foo.txt"))
        .apply(
                JdbcIO.<String>write()
                .withDataSourceConfiguration(JdbcIO.DataSourceConfiguration.create("org.postgresql.Driver", "jdbc:postgresql://localhost:5432/somedb"))
                .withStatement("INSERT INTO foo (field) VALUES (?)")
                .withPreparedStatementSetter(new JdbcIO.PreparedStatementSetter<String>() {
                    private static final long serialVersionUID = 1L;
                    public void setParameters(String element, PreparedStatement query) throws SQLException {
                        query.setString(1, element);
                    }
                }))
        ;
        p.run();

这是上面简单示例的输出:

[WARNING]
org.apache.beam.sdk.Pipeline$PipelineExecutionException: java.sql.BatchUpdateException: Batch entry 0 INSERT INTO foo (field) VALUES ('a') was aborted: ERROR: duplicate key value violates unique constraint "foo_field_key"
  Detail: Key (field)=(a) already exists.  Call getNextException to see other errors in the batch.
    at org.apache.beam.runners.direct.DirectRunner$DirectPipelineResult.waitUntilFinish (DirectRunner.java:332)
    at org.apache.beam.runners.direct.DirectRunner$DirectPipelineResult.waitUntilFinish (DirectRunner.java:302)
    at org.apache.beam.runners.direct.DirectRunner.run (DirectRunner.java:197)
    at org.apache.beam.runners.direct.DirectRunner.run (DirectRunner.java:64)
    at org.apache.beam.sdk.Pipeline.run (Pipeline.java:313)
    at org.apache.beam.sdk.Pipeline.run (Pipeline.java:299)
    at com.thing.Main.main (Main.java:105)
    at sun.reflect.NativeMethodAccessorImpl.invoke0 (Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke (NativeMethodAccessorImpl.java:62)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke (DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke (Method.java:498)
    at org.codehaus.mojo.exec.ExecJavaMojo$1.run (ExecJavaMojo.java:282)
    at java.lang.Thread.run (Thread.java:748)
Caused by: java.sql.BatchUpdateException: Batch entry 0 INSERT INTO foo (field) VALUES ('a') was aborted: ERROR: duplicate key value violates unique constraint "foo_field_key"
  Detail: Key (field)=(a) already exists.  Call getNextException to see other errors in the batch.
    at org.postgresql.jdbc.BatchResultHandler.handleError (BatchResultHandler.java:148)
    at org.postgresql.core.ResultHandlerDelegate.handleError (ResultHandlerDelegate.java:50)
    at org.postgresql.core.v3.QueryExecutorImpl.processResults (QueryExecutorImpl.java:2184)
    at org.postgresql.core.v3.QueryExecutorImpl.execute (QueryExecutorImpl.java:481)
    at org.postgresql.jdbc.PgStatement.executeBatch (PgStatement.java:840)
    at org.postgresql.jdbc.PgPreparedStatement.executeBatch (PgPreparedStatement.java:1538)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.beam.sdk.io.jdbc.JdbcIO$Write$WriteFn.executeBatch (JdbcIO.java:846)
    at org.apache.beam.sdk.io.jdbc.JdbcIO$Write$WriteFn.finishBundle (JdbcIO.java:819)
Caused by: org.postgresql.util.PSQLException: ERROR: duplicate key value violates unique constraint "foo_field_key"
  Detail: Key (field)=(a) already exists.
    at org.postgresql.core.v3.QueryExecutorImpl.receiveErrorResponse (QueryExecutorImpl.java:2440)
    at org.postgresql.core.v3.QueryExecutorImpl.processResults (QueryExecutorImpl.java:2183)
    at org.postgresql.core.v3.QueryExecutorImpl.execute (QueryExecutorImpl.java:481)
    at org.postgresql.jdbc.PgStatement.executeBatch (PgStatement.java:840)
    at org.postgresql.jdbc.PgPreparedStatement.executeBatch (PgPreparedStatement.java:1538)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.commons.dbcp2.DelegatingStatement.executeBatch (DelegatingStatement.java:345)
    at org.apache.beam.sdk.io.jdbc.JdbcIO$Write$WriteFn.executeBatch (JdbcIO.java:846)
    at org.apache.beam.sdk.io.jdbc.JdbcIO$Write$WriteFn.finishBundle (JdbcIO.java:819)
    at org.apache.beam.sdk.io.jdbc.JdbcIO$Write$WriteFn$DoFnInvoker.invokeFinishBundle (Unknown Source)
    at org.apache.beam.repackaged.beam_runners_direct_java.runners.core.SimpleDoFnRunner.finishBundle (SimpleDoFnRunner.java:285)
    at org.apache.beam.repackaged.beam_runners_direct_java.runners.core.SimplePushbackSideInputDoFnRunner.finishBundle (SimplePushbackSideInputDoFnRunner.java:118)
    at org.apache.beam.runners.direct.ParDoEvaluator.finishBundle (ParDoEvaluator.java:223)
    at org.apache.beam.runners.direct.DoFnLifecycleManagerRemovingTransformEvaluator.finishBundle (DoFnLifecycleManagerRemovingTransformEvaluator.java:73)
    at org.apache.beam.runners.direct.DirectTransformExecutor.finishBundle (DirectTransformExecutor.java:188)
    at org.apache.beam.runners.direct.DirectTransformExecutor.run (DirectTransformExecutor.java:126)
    at java.util.concurrent.Executors$RunnableAdapter.call (Executors.java:511)
    at java.util.concurrent.FutureTask.run (FutureTask.java:266)
    at java.util.concurrent.ThreadPoolExecutor.runWorker (ThreadPoolExecutor.java:1149)
    at java.util.concurrent.ThreadPoolExecutor$Worker.run (ThreadPoolExecutor.java:624)
    at java.lang.Thread.run (Thread.java:748)

我希望能够阻止该异常并将其转移到某些死信构造上。

1 个答案:

答案 0 :(得分:0)

在Beam中还没有通用的方法。不时有关于修改IO以不返回PDone的讨论,但据我所知,目前尚无可用的方法。

目前,我可以想到几种解决方法,所有这些都不是理想的选择:

    驱动程序中的
  • 在失败时处理管道的重新启动;
  • 复制,粘贴JdbcIO或其一部分,或使用自定义异常处理实现您自己的Jdbc ParDo;
  • 向JdbcIO添加异常处理功能并将其贡献给Beam,将不胜感激;