Scala Convert text file data into ORC format using data frame

+1 vote
Hi
Can u please help and provide an example how to convert text file data into ORC format and JSON format using data frame?
Aug 1, 2019 in Apache Spark by Rishi
3,620 views

1 answer to this question.

+1 vote

Converting text file to Orc:

Using Spark, the Textfile is basically converted into a data frame and then stored in Orc format. Below is the scala program.

object OrcConv {

  def main(args : Array[String]){

    val conf = new SparkConf().setMaster("local").setAppName("OrcConv");

    val sc = new SparkContext(conf);

    val sqlContext = new HiveContext(sc);

     

    val file = sc.textFile("path");

    val schemaString = "name age";

    val schema = StructType(schemaString.split(" ").map(fieldName => StructField(fieldName,StringType,true)));

     

    val rowRDD=file.map(_.split(",")).map(p => Row(p(0), p(1)));

    val fileSchemaRDD = sqlContext.createDataFrame(rowRDD,schema);

    fileSchemaRDD.write.orc("path");

  }   

}

For converting text file to json, you will just have to make one change in the above program: you will have to write the below statement,

fileSchemaRDD.write.orc("path");

as below,

fileSchemaRDD.write.json("path");

Hope this helps!!

If you need to learn more about Scala, It's recommended to join Scala Certification course today.

Thank you!

answered Aug 1, 2019 by Esha
can you please provide mvn dependencies for this

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