使用Sqoop / Oozie从Hive将数据加载到MySQL表

时间:2014-05-14 19:57:24

标签: mysql hadoop sqoop oozie

我在使用Sqoop(Oozie内部的sqoop命令)将数据加载到MySQL表时遇到了一些严重的问题(尝试了196次失败)。如果HDFS中只有一列数据(此处为foo),则没有问题,但是当有超过1列时,例如2列,数据没有加载到MySQL。

如果我自己运行Sqoop,那么数据会被加载到MySQL但是当我放入Oozie时,数据不会被加密。

workflow.xml包含两部分,第一部分将数据从Hive表加载到HDFS,第二部分将数据从HDFS加载到MySQL。

我正在使用ClouderaVM。

错误信息是:

Caused by: java.lang.NumberFormatException: For input string: "1    a"
at java.lang.NumberFormatException.forInputString(NumberFormatException.java:48)
at java.lang.Integer.parseInt(Integer.java:458)

-

hive> CREATE EXTERNAL TABLE IF NOT EXISTS foo (
id int,
city string
 )
ROW FORMAT DELIMITED
 FIELDS TERMINATED BY '\t'
 LINES TERMINATED BY '\n'
STORED AS TEXTFILE
LOCATION '/user/cloudera/foo';

-

$ vi foo
1   a
4   b

hive> load data local inpath '/home/cloudera/foo' into table foo;

-

mysql> CREATE TABLE `foo` (`id` int(11) DEFAULT NULL, `city` varchar(22) DEFAULT NULL );

-

workflow.xml:

<?xml version="1.0" encoding="UTF-8"?>
<workflow-app xmlns="uri:oozie:workflow:0.2" name="etl-wf">
    <start to="hive-node"/>

    <action name="hive-node">
    <hive xmlns="uri:oozie:hive-action:0.2">
             <job-tracker>${jobTracker}</job-tracker>
             <name-node>${nameNode}</name-node>
        <job-xml>hive-site.xml</job-xml>
       <script>script.q</script>
    </hive>
    <ok to="sqoop-node"/>
    <error to="fail"/>
 </action>

 <action name="sqoop-node">
    <sqoop xmlns="uri:oozie:sqoop-action:0.2">
            <job-tracker>${jobTracker}</job-tracker>
            <name-node>${nameNode}</name-node>
            <command>export --connect jdbc:mysql://www.abc.net/test --username rio --password r005 --table foo  --export-dir /user/cloudera/test --input-fields-terminated-by '\t' --input-lines-terminated-by '\n'</command>
    </sqoop>
    <ok to="end"/>
    <error to="fail"/>
</action>


<kill name="fail">
    <message>Hive failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
</kill>
<end name="end"/>

</workflow-app>

注意:这里的第一部分工作,即数据被绑定到配置单元中的测试表,但是没有从hdfs:/ user / cloudera / test加载到MySQL表foo。

-

vi script.q:

CREATE EXTERNAL TABLE IF NOT EXISTS test (
id int,
city string
  )
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '\t'
LINES TERMINATED BY '\n'
STORED AS TEXTFILE
LOCATION
 '/user/cloudera/test';

INSERT OVERWRITE table test SELECT * FROM foo;

-

stderr logs

Note: /tmp/sqoop-mapred/compile/d4f769ef09667984820f21a38ae27bb4/foo.java uses or overrides a deprecated API.
Note: Recompile with -Xlint:deprecation for details.
java.io.IOException: Can't export data, please check task tracker logs
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:112)
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:39)
at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:140)
at org.apache.sqoop.mapreduce.AutoProgressMapper.run(AutoProgressMapper.java:64)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:672)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:330)
at org.apache.hadoop.mapred.Child$4.run(Child.java:268)
at java.security.AccessController.doPrivileged(Native Method)
at javax.security.auth.Subject.doAs(Subject.java:396)
at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1408)
at org.apache.hadoop.mapred.Child.main(Child.java:262)

Caused by: java.lang.NumberFormatException: For input string: "1    a"
at java.lang.NumberFormatException.forInputString(NumberFormatException.java:48)
at java.lang.Integer.parseInt(Integer.java:458)
at java
java.io.IOException: Can't export data, please check task tracker logs
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:112)
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:39)
at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:140)
at org.apache.sqoop.mapreduce.AutoProgressMapper.run(AutoProgressMapper.java:64)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:672)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:330)
at org.apache.hadoop.mapred.Child$4.run(Child.java:268)
at java.security.AccessController.doPrivileged(Native Method)
at javax.security.auth.Subject.doAs(Subject.java:396)
at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1408)
at org.apache.hadoop.mapred.Child.main(Child.java:262)

Caused by: java.lang.NumberFormatException: For input string: "1    a"
at java.lang.NumberFormatException.forInputString(NumberFormatException.java:48)
at java.lang.Integer.parseInt(Integer.java:458)
at java
java.io.IOException: Can't export data, please check task tracker logs
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:112)
at org.apache.sqoop.mapreduce.TextExportMapper.map(TextExportMapper.java:39)
at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:140)
at org.apache.sqoop.mapreduce.AutoProgressMapper.run(AutoProgressMapper.java:64)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:672)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:330)
at org.apache.hadoop.mapred.Child$4.run(Child.java:268)
at java.security.AccessController.doPrivileged(Native Method)
at javax.security.auth.Subject.doAs(Subject.java:396)
at  org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1408)
at org.apache.hadoop.mapred.Child.main(Child.java:262)

Caused by: java.lang.NumberFormatException: For input string: "1    a"
at java.lang.NumberFormatException.forInputString(NumberFormatException.java:48)
at java.lang.Integer.parseInt(Integer.java:458)
at java
Intercepting System.exit(1)
Failing Oozie Launcher, Main class [org.apache.oozie.action.hadoop.SqoopMain], exit code [1]

-

4 个答案:

答案 0 :(得分:1)

这可能是记录器中的变压器,但仍值得研究:在&#34; 1 a&#34;中有4个空格。你在hdfs中检查文件中的内容了吗?列是否由\ t?

分隔

答案 1 :(得分:1)

  

引起:java.lang.NumberFormatException:对于输入字符串:“1 a”

是这里的问题。更改您的mysql脚本并使用mysql> CREATE TABLE foo ( id varchar(11) DEFAULT NULL, city varchar(22) DEFAULT NULL );

问题是数据的第一列被推断为整数。这不是您的问题的解决方案。我刚刚推荐这种方法作为测试来检查数字格式是否是你最终的问题。请执行此操作并告知我们。我们会尽力帮助您。

P.S:1和a之间的字符很可能不是制表符分隔符。可能是空间。

答案 2 :(得分:0)

使用Oozie时无需转义参数。必须删除所有转义序列以及周围的单引号和双引号。 oozie工作流程中的sqoop命令应如下所示:

export --connect jdbc:mysql://www.abc.net/test --username rio --password r005 --table foo --export-dir / user / cloudera / test --input-fields-terminated -by \ t --input-lines-terminated-by \ n

\ t和\ n周围不应该有任何单引号。

答案 3 :(得分:0)

可能的原因可能是数据未在hive表中很好地插入 你能打印下面命令的结果吗?

hive -e "select id from foo;"

如果上述查询打印为

1   a
4   b

然后编辑输入文件以使用标签或更改分隔符。