Sqoop Java API 导入应用案例

环境信息：

Linux+JDK1.7

Sqoop 1.4.6-cdh5.5.2

hadoop-core 2.6.0-mr1-cdh5.5.2

hadoop-common 2.6.0-cdh5.5.2

hadoop-mapreduce-client-core 2.6.0-cdh5.5.2

需求：

将oracle中的某表导入到hdfs

实现：

首先组织Sqoop命令：

String[] args = new String[] {　　　　 // Oracle数据库信息
                                      "--connect","jdbc:oracle:thin:@***:1522/**",
                                      "-username","***",
                                      "-password","***",
　　　　　　　　　　　　　　　　　　　　　　// 查询sql
                                      "--query","select * from  TABLE_NAME where $CONDITIONS and create_date>=date'2017-05-01' and create_date<date'2017-06-01' ",
                                      "-split-by","id",
                                      "--hive-overwrite",
                                      "--fields-terminated-by","'\\001'",
                                      "--hive-drop-import-delims",
                                      "--null-string","'\\\\N'",
                                      "--null-non-string","'\\\\N'",
                                      "--verbose",
                                      "--target-dir","/user/hive/warehouse/test.db/H_TABLE_NAME"
                              };

执行Sqoop任务：

　　　　　　　String[] expandArguments = OptionsFileUtil.expandArguments(args);
            SqoopTool tool = SqoopTool.getTool("import");
            Configuration conf = new Configuration();
            conf.set("fs.default.name", "hdfs://nameservice1");//设置HDFS服务地址
            Configuration loadPlugins = SqoopTool.loadPlugins(conf);

            Sqoop sqoop = new Sqoop((com.cloudera.sqoop.tool.SqoopTool) tool, loadPlugins);
            int res = Sqoop.runSqoop(sqoop, expandArguments);
            if (res == 0)
                log.info ("成功");

完成编码后，发到测试环境进行测试，发现Sqoop在进行动态编译时报编译错误：

2017-07-26 15:10:15 [ERROR] [http-0.0.0.0-8080-6] [org.apache.sqoop.tool.ImportTool.run(ImportTool.java:613)] Encountered IOException running import job: java.io.IOException: Error returned by javac
    at org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:217)
    at org.apache.sqoop.tool.CodeGenTool.generateORM(CodeGenTool.java:108)
    at org.apache.sqoop.tool.ImportTool.importTable(ImportTool.java:478)
    at org.apache.sqoop.tool.ImportTool.run(ImportTool.java:605)
    at org.apache.sqoop.Sqoop.run(Sqoop.java:143)
    at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
    at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:179)

动态编译的日志如果没有特殊配置的话，是无法通过log4j进行输出的，因此，编译错误需要到系统日志里查找：

/tmp/sqoop-deploy/compile/b78440d7bc7097805be8b088c525566b/QueryResult.java:7: error: package org.apache.hadoop.io does not exist
import org.apache.hadoop.io.BytesWritable;
                           ^
/tmp/sqoop-deploy/compile/b78440d7bc7097805be8b088c525566b/QueryResult.java:8: error: package org.apache.hadoop.io does not exist
import org.apache.hadoop.io.Text;
                           ^
/tmp/sqoop-deploy/compile/b78440d7bc7097805be8b088c525566b/QueryResult.java:9: error: package org.apache.hadoop.io does not exist
import org.apache.hadoop.io.Writable;
                           ^
/tmp/sqoop-deploy/compile/b78440d7bc7097805be8b088c525566b/QueryResult.java:37: error: cannot access Writable
public class QueryResult extends SqoopRecord  implements DBWritable, Writable {

如上，推测是动态编译环境的classpath没有包含hadoop-common包导致的，在CompilationManager里查到了如下内容：

private String findHadoopJars() {
    String hadoopMapRedHome = options.getHadoopMapRedHome();

    if (null == hadoopMapRedHome) {
      LOG.info("$HADOOP_MAPRED_HOME is not set");
      return Jars.getJarPathForClass(JobConf.class);
    }

    if (!hadoopMapRedHome.endsWith(File.separator)) {
      hadoopMapRedHome = hadoopMapRedHome + File.separator;
    }

    File hadoopMapRedHomeFile = new File(hadoopMapRedHome);
    LOG.info("HADOOP_MAPRED_HOME is " + hadoopMapRedHomeFile.getAbsolutePath());

    Iterator<File> filesIterator = FileUtils.iterateFiles(hadoopMapRedHomeFile,
          new String[] { "jar" }, true);
    StringBuilder sb = new StringBuilder();

    while (filesIterator.hasNext()) {
      File file = filesIterator.next();
      String name = file.getName();
      if (name.startsWith("hadoop-common")
        || name.startsWith("hadoop-mapreduce-client-core")
        || name.startsWith("hadoop-core")) {
          sb.append(file.getAbsolutePath());
        sb.append(File.pathSeparator);
        }
    }

    if (sb.length() < 1) {
      LOG.warn("HADOOP_MAPRED_HOME appears empty or missing");
      return Jars.getJarPathForClass(JobConf.class);
    }

    String s = sb.substring(0, sb.length() - 1);
    LOG.debug("Returning jar file path " + s);
    return s;
  }

推测是由于配置里没有hadoopMapRedHome这个参数，导致这个方法只能取到JobConf.class所在的jar包，即hadoop-core包。打开DEBUG进行验证，找到如下日志：

2017-07-26 15:10:14 [INFO] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.findHadoopJars(CompilationManager.java:85)] $HADOOP_MAPRED_HOME is not set
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:171)] Current sqoop classpath = :/usr/local/tomcat6/bin/bootstrap.jar
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:195)] Adding source file: /tmp/sqoop-deploy/compile/1baf2f947722b9531d4a27b1e5ef5aca/QueryResult.java
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:199)] Invoking javac with args:
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   -sourcepath
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   /tmp/sqoop-deploy/compile/1baf2f947722b9531d4a27b1e5ef5aca/
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   -d
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   /tmp/sqoop-deploy/compile/1baf2f947722b9531d4a27b1e5ef5aca/
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   -classpath
2017-07-26 15:10:14 [DEBUG] [http-0.0.0.0-8080-6] [org.apache.sqoop.orm.CompilationManager.compile(CompilationManager.java:201)]   :/usr/local/tomcat6/bin/bootstrap.jar:/var/www/webapps/***/WEB-INF/lib/hadoop-core-2.6.0-mr1-cdh5.5.2.jar:/var/www/webapps/***/WEB-INF/lib/sqoop-1.4.6-cdh5.5.2.jar

果然是缺少了jar包。在CompilationManager中查到classpath的组装方式如下：

　　 String curClasspath = System.getProperty("java.class.path");
    LOG.debug("Current sqoop classpath = " + curClasspath);

    args.add("-sourcepath");
    args.add(jarOutDir);

    args.add("-d");
    args.add(jarOutDir);

    args.add("-classpath");
    args.add(curClasspath + File.pathSeparator + coreJar + sqoopJar);

可以通过两种方式将缺失的jar添加进去：

1.直接修改java.class.path：

　　　　　　  String curClasspath = System.getProperty ("java.class.path");
            curClasspath = curClasspath
                           + File.pathSeparator
                           + "/var/www/webapps/***/WEB-INF/lib/hadoop-common-2.6.0-cdh5.5.2.jar"
                           + File.pathSeparator
                           + "/var/www/webapps/***/WEB-INF/lib/hadoop-mapreduce-client-core-2.6.0-cdh5.5.2.jar";
            System.setProperty ("java.class.path", curClasspath);

2.增加配置项（未尝试）：

--hadoop-mapred-home <dir>  指定$HADOOP_MAPRED_HOME路径

使用第一种方式后，已经能够正常进行导入操作：

2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.JobClient.monitorAndPrintJob(JobClient.java:1547)] Job complete: job_local703153215_0001
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:566)] Counters: 18
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:568)]   File System Counters
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     FILE: Number of bytes read=15015144
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     FILE: Number of bytes written=15688984
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     FILE: Number of read operations=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     FILE: Number of large read operations=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     FILE: Number of write operations=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     HDFS: Number of bytes read=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     HDFS: Number of bytes written=1536330810
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     HDFS: Number of read operations=40
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     HDFS: Number of large read operations=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     HDFS: Number of write operations=36
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:568)]   Map-Reduce Framework
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Map input records=3272909
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Map output records=3272909
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Input split bytes=455
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Spilled Records=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     CPU time spent (ms)=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Physical memory (bytes) snapshot=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Virtual memory (bytes) snapshot=0
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.hadoop.mapred.Counters.log(Counters.java:570)]     Total committed heap usage (bytes)=4080271360
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.sqoop.mapreduce.ImportJobBase.runJob(ImportJobBase.java:184)] Transferred 1.4308 GB in 71.5332 seconds (20.4822 MB/sec)
2017-07-26 15:52:00 [INFO] [http-0.0.0.0-8080-1] [org.apache.sqoop.mapreduce.ImportJobBase.runJob(ImportJobBase.java:186)] Retrieved 3272909 records.

至此，Sqoop Java API 导入demo完成。

参考文章：

http://shiyanjun.cn/archives/624.html Sqoop-1.4.4工具import和export使用详解

http://blog.csdn.net/sl1992/article/details/53521819  Java操作Sqoop对象