hdfs—通过为包含json的列定义模式来创建配置单元表的视图

t5zmwmid  于 2021-06-26  发布在  Hive
关注(0)|答案(1)|浏览(322)

我将kafka流中的原始json字符串作为parquet存储到hdfs中
我在配置单元上为hdfs文件夹创建了一个外部表
现在我想为存储在配置单元表中的原始数据创建一个视图,
Kafka流到hdfs

public static void main(String[] args) throws Exception {

    String brokers = "quickstart:9092";
    String topics = "simple_topic_6";
    String master = "local[*]";

    SparkSession sparkSession = SparkSession
            .builder().appName(EventKafkaToParquet.class.getName())
            .master(master).getOrCreate();
    SQLContext sqlContext = sparkSession.sqlContext();
    SparkContext context = sparkSession.sparkContext();
    context.setLogLevel("ERROR");

    Dataset<Row> rawDataSet = sparkSession.readStream()
            .format("kafka")
            .option("kafka.bootstrap.servers", brokers)
            .option("subscribe", topics).load();
    rawDataSet.printSchema();

    rawDataSet = rawDataSet.withColumn("employee", rawDataSet.col("value").cast(DataTypes.StringType));
    rawDataSet.createOrReplaceTempView("basicView");
    Dataset<Row> writeDataset = sqlContext.sql("select employee from basicView");
    writeDataset
            .repartition(1)
            .writeStream()
            .option("path","/user/cloudera/employee/")
            .option("checkpointLocation", "/user/cloudera/employee.checkpoint/")
            .format("parquet")
            .trigger(Trigger.ProcessingTime(5000))
            .start()
            .awaitTermination();
}

配置单元上的外部表

CREATE EXTERNAL TABLE employee_raw ( employee STRING )  
STORED AS PARQUET
LOCATION '/user/cloudera/employee' ;

现在我想在employee\u raw表的顶部创建一个hive视图,它将输出作为

firstName, lastName, street, city, state, zip

employee\u raw表的输出为

hive> select * from employee_raw;
OK
{"employee":{"firstName":"Ganesh","lastName":"Kumar","address":{"street":"1400 Dakota Dr","city":"Princeton","state":"NJ","zip":"09800"}}}
{"employee":{"firstName":"Ganesh","lastName":"Kumar","address":{"street":"1400 Dakota Dr","city":"Princeton","state":"NJ","zip":"09800"}}}
{"employee":{"firstName":"Ganesh","lastName":"Kumar","address":{"street":"1400 Dakota Dr","city":"Princeton","state":"NJ","zip":"09800"}}}
{"employee":{"firstName":"Ganesh","lastName":"Kumar","address":{"street":"1400 Dakota Dr","city":"Princeton","state":"NJ","zip":"09800"}}}
{"employee":{"firstName":"Ganesh","lastName":"Kumar","address":{"street":"1400 Dakota Dr","city":"Princeton","state":"NJ","zip":"09800"}}}
Time taken: 0.123 seconds, Fetched: 5 row(s)

感谢您的意见

wwwo4jvm

wwwo4jvm1#

根据您的描述,我觉得您主要喜欢“从配置单元中的json字符串中提取值”,所以您可以在链接的线程中找到答案。

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