使用Spark Streaming解析来自Kafka的Json数据,解析并存储到Kudu,java.lang.NullPointerException

如何解决使用Spark Streaming解析来自Kafka的Json数据,解析并存储到Kudu,java.lang.NullPointerException

Kafka Json数据:不规则的JSON exp:{"request_body":[{"a":"a_value","b","b_value" ...}]}
自动实现将JSON的关键字作为表字段,然后自动添加与字段相关的功能,目前没有问题。只有将已处理的JSON字符串存储到kudu的事件表中的功能才会出现此问题

object KafkaToKudu {

    val kuduMasters: String = System.getProperty("kuduMasters","*.*.*.15:7051,*.*.*.16:7051,*.*.*.17:7051") //tDataAnalysis01:7051,tDataAnalysis02:7051,tDataAnalysis03:7051")
    val tableNumReplicas: Int = Integer.getInteger("tableNumReplicas",1)
    var Topic = "MiTest"
    val spark = SparkSession.builder.appName("KuduSparkc").master("local[*]").getOrCreate()
    val ssc = new StreamingContext(spark.sparkContext,Seconds(5))
    val Kuduclient = new KuduClient.KuduClientBuilder(kuduMasters).build()
    val logger = LoggerFactory.getLogger(KafkaToKudu.getClass)
    val kuduContextc = new KuduContext(kuduMasters,spark.sqlContext.sparkContext)

    import spark.implicits._

    def getNewJsonData(data:Map[String,Any]): String = {
    // proccessign data to datas (add Key "Id" )
    
    return datas
    }

    def createId(orid: String,dId: String): String = {
        return UUID.randomUUID().toString
    }
    import java.time.{Instant,ZoneId,ZonedDateTime}

    def main(args: Array[String]): Unit = {
        val kafkaParams = Map[String,Object](
        "bootstrap.servers" -> "*.*.*.15:9092,*.*.*.16:9092,*.*.*.17:9092","key.deserializer" -> classOf[StringDeserializer],"value.deserializer" -> classOf[StringDeserializer],"group.id" -> "separate_id_for_each_stream","auto.offset.reset" -> "earliest","enable.auto.commit" -> (false: java.lang.Boolean)
        )

        val topics = Array(Topic)
        val kafkaStream = KafkaUtils.createDirectStream(
        ssc,LocationStrategies.PreferConsistent,ConsumerStrategies.Subscribe[String,String](topics,kafkaParams)
        )
        kafkaStream.foreachRDD(rdd => {
        rdd.foreachPartition(partitions => {
            implicit val formats = Serialization.formats(NoTypeHints)

            partitions.foreach(row => {
            val rows = row.value()
            val ab = parse(rows).extract[Map[String,Any]].get("request_body")
            try {
                val ap = parse(ab.get.toString).extract[List[Map[String,Any]]]
                for (acc <- ap) {

                var datas = acc 
                val yps = datas.get("type")
                val tp = yps.get.asInstanceOf[String]

                tp match {
                    case "track" => {
                        val newdata:String=getNewJsonData(datas)
                   
                    try{
                        val sp =  SparkSession.builder.config(spark.sparkContext.getConf).getOrCreate().sqlContext
                        import sp.implicits._
                        val dd=sp.createDataset(Seq(newdata)) ///===**java.lang.NullPointerException**
                        val df= sp.read.json(dd)
                        kuduContextc.insertRows(df,"events")
                    }catch {
                        case e: Exception => {
                        println(e)
                        }}

                    }

                    case _ =>{
                        println(tp)
                    }
                }
                }
            } catch {
                case e: Exception => {
                println(e)
                }

            }

            })

        })
        })
        ssc.start()

        ssc.awaitTermination()
    }

}

代码运行到val dd=sp.createDataset(Seq(newdata))

我收到了 java.lang.NullPointerException

版权声明:本文内容由互联网用户自发贡献,该文观点与技术仅代表作者本人。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如发现本站有涉嫌侵权/违法违规的内容, 请发送邮件至 dio@foxmail.com 举报,一经查实,本站将立刻删除。

相关推荐


依赖报错 idea导入项目后依赖报错,解决方案:https://blog.csdn.net/weixin_42420249/article/details/81191861 依赖版本报错:更换其他版本 无法下载依赖可参考:https://blog.csdn.net/weixin_42628809/a
错误1:代码生成器依赖和mybatis依赖冲突 启动项目时报错如下 2021-12-03 13:33:33.927 ERROR 7228 [ main] o.s.b.d.LoggingFailureAnalysisReporter : *************************** APPL
错误1:gradle项目控制台输出为乱码 # 解决方案:https://blog.csdn.net/weixin_43501566/article/details/112482302 # 在gradle-wrapper.properties 添加以下内容 org.gradle.jvmargs=-Df
错误还原:在查询的过程中,传入的workType为0时,该条件不起作用 &lt;select id=&quot;xxx&quot;&gt; SELECT di.id, di.name, di.work_type, di.updated... &lt;where&gt; &lt;if test=&qu
报错如下,gcc版本太低 ^ server.c:5346:31: 错误:‘struct redisServer’没有名为‘server_cpulist’的成员 redisSetCpuAffinity(server.server_cpulist); ^ server.c: 在函数‘hasActiveC
解决方案1 1、改项目中.idea/workspace.xml配置文件,增加dynamic.classpath参数 2、搜索PropertiesComponent,添加如下 &lt;property name=&quot;dynamic.classpath&quot; value=&quot;tru
删除根组件app.vue中的默认代码后报错:Module Error (from ./node_modules/eslint-loader/index.js): 解决方案:关闭ESlint代码检测,在项目根目录创建vue.config.js,在文件中添加 module.exports = { lin
查看spark默认的python版本 [root@master day27]# pyspark /home/software/spark-2.3.4-bin-hadoop2.7/conf/spark-env.sh: line 2: /usr/local/hadoop/bin/hadoop: No s
使用本地python环境可以成功执行 import pandas as pd import matplotlib.pyplot as plt # 设置字体 plt.rcParams[&#39;font.sans-serif&#39;] = [&#39;SimHei&#39;] # 能正确显示负号 p
错误1:Request method ‘DELETE‘ not supported 错误还原:controller层有一个接口,访问该接口时报错:Request method ‘DELETE‘ not supported 错误原因:没有接收到前端传入的参数,修改为如下 参考 错误2:cannot r
错误1:启动docker镜像时报错:Error response from daemon: driver failed programming external connectivity on endpoint quirky_allen 解决方法:重启docker -&gt; systemctl r
错误1:private field ‘xxx‘ is never assigned 按Altʾnter快捷键,选择第2项 参考:https://blog.csdn.net/shi_hong_fei_hei/article/details/88814070 错误2:启动时报错,不能找到主启动类 #
报错如下,通过源不能下载,最后警告pip需升级版本 Requirement already satisfied: pip in c:\users\ychen\appdata\local\programs\python\python310\lib\site-packages (22.0.4) Coll
错误1:maven打包报错 错误还原:使用maven打包项目时报错如下 [ERROR] Failed to execute goal org.apache.maven.plugins:maven-resources-plugin:3.2.0:resources (default-resources)
错误1:服务调用时报错 服务消费者模块assess通过openFeign调用服务提供者模块hires 如下为服务提供者模块hires的控制层接口 @RestController @RequestMapping(&quot;/hires&quot;) public class FeignControl
错误1:运行项目后报如下错误 解决方案 报错2:Failed to execute goal org.apache.maven.plugins:maven-compiler-plugin:3.8.1:compile (default-compile) on project sb 解决方案:在pom.
参考 错误原因 过滤器或拦截器在生效时,redisTemplate还没有注入 解决方案:在注入容器时就生效 @Component //项目运行时就注入Spring容器 public class RedisBean { @Resource private RedisTemplate&lt;String
使用vite构建项目报错 C:\Users\ychen\work&gt;npm init @vitejs/app @vitejs/create-app is deprecated, use npm init vite instead C:\Users\ychen\AppData\Local\npm-