Created
March 18, 2018 22:47
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Reduce and ReduceByKey in BEAM 2.3.0
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| import org.apache.beam.sdk.Pipeline | |
| import org.apache.beam.sdk.transforms.Combine.BinaryCombineFn | |
| import org.apache.beam.sdk.transforms.{Combine, Create, DoFn, MapElements} | |
| import org.apache.beam.sdk.values.{KV, TypeDescriptors} | |
| case class MyClass(int: Int) | |
| class MyBinaryFn extends BinaryCombineFn[MyClass] { | |
| def apply(left: MyClass, right: MyClass): MyClass = { | |
| println(left, right) | |
| if (left.int > right.int) left else right | |
| } | |
| } | |
| object BinaryCombineFnMain { | |
| import collection.JavaConverters._ | |
| def main(args: Array[String]): Unit = { | |
| val pipeline = Pipeline.create() | |
| pipeline | |
| .apply("create elems", Create.of(Seq(MyClass(1), MyClass(3), MyClass(0), MyClass(2)).asJava)) | |
| .apply("Reduce", Combine.globally(new MyBinaryFn)) | |
| .apply(MapElements | |
| .into(TypeDescriptors.strings()) | |
| .via { (x: MyClass) => | |
| println(x) | |
| x.toString | |
| } | |
| ) | |
| pipeline.run() | |
| } | |
| } | |
| object BinaryCombineFnPerKeyMain { | |
| import collection.JavaConverters._ | |
| def main(args: Array[String]): Unit = { | |
| val pipeline = Pipeline.create() | |
| pipeline | |
| .apply("create kvs", Create.of(Seq( | |
| KV.of(1, MyClass(1)), KV.of(1, MyClass(3)), | |
| KV.of(2, MyClass(2)), KV.of(2, MyClass(0))).asJava)) | |
| .apply("ReduceByKey", Combine.perKey[Int, MyClass, MyClass](new MyBinaryFn)) | |
| .apply(MapElements | |
| .into(TypeDescriptors.strings()) | |
| .via { (x: KV[Int, MyClass]) => | |
| println(x) | |
| x.toString | |
| } | |
| ) | |
| pipeline.run() | |
| } | |
| } | |
| object BinaryCombineFnPerKeyWithHotKeyFanoutMain { | |
| import collection.JavaConverters._ | |
| def main(args: Array[String]): Unit = { | |
| val pipeline = Pipeline.create() | |
| pipeline | |
| .apply("create kvs", Create.of(Seq( | |
| KV.of(1, MyClass(1)), KV.of(1, MyClass(3)), | |
| KV.of(2, MyClass(2)), KV.of(2, MyClass(0))).asJava)) | |
| .apply("ReduceByKey", Combine | |
| .perKey[Int, MyClass, MyClass](new MyBinaryFn) | |
| .withHotKeyFanout(10)) | |
| .apply(MapElements | |
| .into(TypeDescriptors.strings()) | |
| .via { (x: KV[Int, MyClass]) => | |
| println(x) | |
| x.toString | |
| } | |
| ) | |
| pipeline.run() | |
| } | |
| } |
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