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Flink Scala ANY, ALL Example
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import org.apache.flink.api.common.functions.RichFilterFunction | |
import org.apache.flink.api.scala.{ExecutionEnvironment, _} | |
import org.apache.flink.configuration.Configuration | |
import scala.collection.JavaConversions._ | |
case class PC(var model: String, var price: Double) | |
case class Laptop(var model: String, var price: Double) | |
case class Product(var maker: String, var model: String, var price: Double) | |
object TestSample extends App { | |
val env = ExecutionEnvironment.getExecutionEnvironment | |
// sample data for PC | |
val pcs = env.fromElements(PC("A", 0.5), PC("B", 1.0), PC("C", 1.5), PC("D", 2.0)) | |
// sample data for Laptop | |
val laptops = env.fromElements(Laptop("A", 0.5), Laptop("Q", 5.0)) | |
// sample data for Product | |
val products = env.fromElements(Product("MAKER1", "A", 0.5), Product("MAKER2", "A", 0.2), Product("MAKER3", "Q", 0.5)) | |
val pcPrices = pcs.map(_.price) // Subquery 1 -> SELECT price FROM PC | |
val pcModels = pcs.map(_.model) // Subquery 2 -> SELECT model FROM PC | |
// Query 1 -> SELECT model, price FROM laptop WHERE price > ALL ~~~ | |
val allFiltered = laptops.filter(new RichFilterFunction[Laptop] { | |
var bcSet: Traversable[Double] = null | |
override def open(parameters: Configuration): Unit = { | |
super.open(parameters) | |
bcSet = getRuntimeContext.getBroadcastVariable[Double]("pcPrices").toList | |
} | |
override def filter(value: Laptop): Boolean = bcSet.forall(value.price > _) | |
}).withBroadcastSet(pcPrices, "pcPrices") | |
// Query 2 -> SELECT DISTINCT maker FROM Product WHERE model > ANY ~~~ | |
val anyFiltered = products.filter(new RichFilterFunction[Product] { | |
var bcSet: Traversable[String] = null | |
override def open(parameters: Configuration): Unit = { | |
super.open(parameters) | |
bcSet = getRuntimeContext.getBroadcastVariable[String]("pcModels").toList | |
} | |
override def filter(value: Product): Boolean = !bcSet.forall(value.model <= _) | |
}).withBroadcastSet(pcModels, "pcModels").distinct("maker").map(_.maker) | |
allFiltered.print() | |
anyFiltered.print() | |
} |
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