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import com.pivotal.hawq.mapreduce.HAWQInputFormat; | |
import com.pivotal.tzolov.poc.hif.HAWQInputFormat2; | |
import com.pivotal.hawq.mapreduce.HAWQRecord; | |
import org.apache.spark.deploy.{LocalSparkCluster, SparkHadoopUtil}; | |
// Create separate Hadoop configuration instances for each input table | |
val hadoopConf1 = SparkHadoopUtil.get.newConfiguration(); | |
val hadoopConf2 = SparkHadoopUtil.get.newConfiguration(); | |
// Retrieve the HAWQ tables metadata and store this metadata the dedicated hadoop configuration. | |
HAWQInputFormat2.setInput(hadoopConf1, "phd1.localdomain:5432/postgres", "gpadmin", "", "employees"); | |
HAWQInputFormat2.setInput(hadoopConf2, "phd1.localdomain:5432/postgres", "gpadmin", "", "employee_expenditure"); | |
val rdd1 = sc.newAPIHadoopRDD(hadoopConf1, classOf[HAWQInputFormat2], classOf[Void], classOf[HAWQRecord]).map(_._2); | |
val rdd2 = sc.newAPIHadoopRDD(hadoopConf2, classOf[HAWQInputFormat2], classOf[Void], classOf[HAWQRecord]).map(_._2); | |
val employees = rdd1.map(p => (p.getInt(1), p.getString(2))); | |
val employee_expenditure = rdd2.map(p => (p.getInt(1), (p.getInt(2), p.getString(3)))); | |
// Group the employee_expenditure dataset by employee ID (e.g. _._1) and then | |
// join the result with the employees dataset. | |
val employee_expenditure_join = employees.join(employee_expenditure.groupBy(_._1)) | |
employee_expenditure_join.collect.foreach(println) | |
(1,(Botev,ArrayBuffer((1,(20000,Jan)), (1,(15000,Feb)), (1,(20000,Mar))))) | |
(3,(Rakovski,ArrayBuffer((3,(500,Mar))))) | |
(2,(Levski,ArrayBuffer((2,(10000,Jan)), (2,(10000,Feb))))) |
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