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Generating class for Flink https://stackoverflow.com/questions/64111895/dynamically-parse-json-in-flink-map
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import org.apache.flink.api.common.functions.RichMapFunction | |
import org.apache.flink.api.common.typeinfo.TypeInformation | |
import org.apache.flink.configuration.Configuration | |
import org.apache.flink.streaming.api.scala.StreamExecutionEnvironment | |
import scala.reflect.internal.util.{AbstractFileClassLoader, BatchSourceFile} | |
import scala.reflect.io.{AbstractFile, VirtualDirectory} | |
import scala.tools.nsc.{Global, Settings} | |
import scala.reflect.runtime.universe | |
import scala.reflect.runtime.universe._ | |
object App { | |
class MapFunc extends RichMapFunction[String, Any] { | |
@transient var directory: AbstractFile = _ | |
/*@transient*/ var typeInfo: TypeInformation[_] = _ | |
override def open(parameters: Configuration): Unit = { | |
println("open") | |
val code = | |
"""|import scala.beans.BeanProperty | |
| | |
|case class Test( | |
| @BeanProperty var a: String, | |
| @BeanProperty var b: Int, | |
| @BeanProperty var c: String, | |
| @BeanProperty var d: Long) { | |
| def this() = { | |
| this(null, 0, null, 0) | |
| } | |
|} | |
| | |
|import org.apache.flink.api.common.typeinfo.TypeInformation | |
| | |
|object Wrapper { | |
| def getTypeInfo: TypeInformation[Test] = TypeInformation.of(classOf[Test]) | |
|}""".stripMargin | |
directory = new VirtualDirectory("(memory)", None) | |
compileCode(code, None, directory) | |
typeInfo = callObjectMethod("Wrapper", directory, "getTypeInfo").asInstanceOf[TypeInformation[_]] | |
} | |
override def map(value: String): Any = { | |
println("map") | |
val values = Seq("aaa", 1, "ccc", 2L) | |
createClassInstance("Test", directory, values: _*) | |
} | |
} | |
def main(args: Array[String]): Unit = { | |
val func = new MapFunc | |
func.open(new Configuration) | |
// func.map("""{a: "aaa", b: 1, c: "ccc", d: 2}""") | |
val env = StreamExecutionEnvironment.getExecutionEnvironment | |
val stream = env.socketTextStream("localhost", 9999) | |
val typeInfo = func.typeInfo.asInstanceOf[TypeInformation[Any]] | |
println(typeInfo)//PojoType<Test, fields = [a: String, b: Integer, c: String, d: Long]> | |
val res = stream.map(func)(typeInfo).keyBy("a", "c").sum("b") | |
println(res)//org.apache.flink.streaming.api.scala.DataStream@316acbb5 | |
} | |
def compileCode(code: String, classpathDirectory: Option[AbstractFile], outputDirectory: AbstractFile): Unit = { | |
val settings = new Settings | |
classpathDirectory.foreach(dir => settings.classpath.prepend(dir.toString)) | |
settings.outputDirs.setSingleOutput(outputDirectory) | |
settings.usejavacp.value = true | |
val global = new Global(settings) | |
(new global.Run).compileSources(List(new BatchSourceFile("(inline)", code))) | |
} | |
def callObjectMethod(objectName: String, directory: AbstractFile, methodName: String, args: Any*): Any = { | |
val runtimeMirror = getRuntimeMirror(directory) | |
val objectSymbol = runtimeMirror.staticModule(objectName) | |
val objectModuleMirror = runtimeMirror.reflectModule(objectSymbol) | |
val objectInstance = objectModuleMirror.instance | |
val objectType = objectSymbol.typeSignature | |
val methodSymbol = objectType.decl(TermName(methodName)).asMethod | |
val objectInstanceMirror = runtimeMirror.reflect(objectInstance) | |
val methodMirror = objectInstanceMirror.reflectMethod(methodSymbol) | |
methodMirror(args: _*) | |
} | |
def createClassInstance(className: String, directory: AbstractFile, args: Any*): Any = { | |
val runtimeMirror = getRuntimeMirror(directory) | |
val classSymbol = runtimeMirror.staticClass(className) | |
val classType = classSymbol.typeSignature | |
val constructorSymbol = classType.decl(termNames.CONSTRUCTOR).alternatives.head.asMethod | |
val classMirror = runtimeMirror.reflectClass(classSymbol) | |
val constructorMirror = classMirror.reflectConstructor(constructorSymbol) | |
constructorMirror(args: _*) | |
} | |
def getRuntimeMirror(directory: AbstractFile): Mirror = { | |
val classLoader = new AbstractFileClassLoader(directory, this.getClass.getClassLoader) | |
universe.runtimeMirror(classLoader) | |
} | |
} |
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