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From echauc...@apache.org
Subject [beam] 03/37: Wrap Beam Coders into Spark Encoders using ExpressionEncoder: serialization part
Date Thu, 24 Oct 2019 10:21:11 GMT
This is an automated email from the ASF dual-hosted git repository.

echauchot pushed a commit to branch spark-runner_structured-streaming
in repository https://gitbox.apache.org/repos/asf/beam.git

commit a5c7da32d46d74ab4b79ebb34dcad4842f225c62
Author: Etienne Chauchot <echauchot@apache.org>
AuthorDate: Mon Aug 26 14:32:17 2019 +0200

    Wrap Beam Coders into Spark Encoders using ExpressionEncoder: serialization part
---
 .../translation/helpers/EncoderHelpers.java        | 245 +++++++++++++++++++++
 1 file changed, 245 insertions(+)

diff --git a/runners/spark/src/main/java/org/apache/beam/runners/spark/structuredstreaming/translation/helpers/EncoderHelpers.java
b/runners/spark/src/main/java/org/apache/beam/runners/spark/structuredstreaming/translation/helpers/EncoderHelpers.java
index d44fe27..b072803 100644
--- a/runners/spark/src/main/java/org/apache/beam/runners/spark/structuredstreaming/translation/helpers/EncoderHelpers.java
+++ b/runners/spark/src/main/java/org/apache/beam/runners/spark/structuredstreaming/translation/helpers/EncoderHelpers.java
@@ -17,11 +17,40 @@
  */
 package org.apache.beam.runners.spark.structuredstreaming.translation.helpers;
 
+import static org.apache.spark.sql.types.DataTypes.BinaryType;
+
+import java.lang.reflect.Array;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Objects;
+import org.apache.beam.runners.spark.structuredstreaming.translation.SchemaHelpers;
+import org.apache.beam.sdk.coders.Coder;
 import org.apache.beam.sdk.util.WindowedValue;
 import org.apache.beam.sdk.values.KV;
 import org.apache.spark.sql.Encoder;
 import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.catalyst.analysis.GetColumnByOrdinal;
+import org.apache.spark.sql.catalyst.encoders.ExpressionEncoder;
+import org.apache.spark.sql.catalyst.expressions.BoundReference;
+import org.apache.spark.sql.catalyst.expressions.Cast;
+import org.apache.spark.sql.catalyst.expressions.Expression;
+import org.apache.spark.sql.catalyst.expressions.NonSQLExpression;
+import org.apache.spark.sql.catalyst.expressions.UnaryExpression;
+import org.apache.spark.sql.catalyst.expressions.codegen.Block;
+import org.apache.spark.sql.catalyst.expressions.codegen.CodeGenerator;
+import org.apache.spark.sql.catalyst.expressions.codegen.CodegenContext;
+import org.apache.spark.sql.catalyst.expressions.codegen.ExprCode;
+import org.apache.spark.sql.catalyst.expressions.codegen.ExprValue;
+import org.apache.spark.sql.catalyst.expressions.codegen.SimpleExprValue;
+import org.apache.spark.sql.catalyst.expressions.codegen.VariableValue;
+import org.apache.spark.sql.types.DataType;
+import org.apache.spark.sql.types.ObjectType;
+import scala.StringContext;
 import scala.Tuple2;
+import scala.collection.JavaConversions;
+import scala.collection.Seq;
+import scala.reflect.ClassTag;
+import scala.reflect.ClassTag$;
 
 /** {@link Encoders} utility class. */
 public class EncoderHelpers {
@@ -64,4 +93,220 @@ public class EncoderHelpers {
    --------- Bridges from Beam Coders to Spark Encoders
   */
 
+  /** A way to construct encoders using generic serializers. */
+  private <T> Encoder<T> fromBeamCoder(Coder<T> coder, Class<T> claz){
+
+    List<Expression> serialiserList = new ArrayList<>();
+    serialiserList.add(new EncodeUsingBeamCoder<>(claz, coder));
+    ClassTag<T> classTag = ClassTag$.MODULE$.apply(claz);
+    return new ExpressionEncoder<>(
+        SchemaHelpers.binarySchema(),
+        false,
+        JavaConversions.collectionAsScalaIterable(serialiserList).toSeq(),
+        new DecodeUsingBeamCoder<>(classTag, coder), classTag);
+
+/*
+    ExpressionEncoder[T](
+        schema = new StructType().add("value", BinaryType),
+        flat = true,
+        serializer = Seq(
+            EncodeUsingSerializer(
+                BoundReference(0, ObjectType(classOf[AnyRef]), nullable = true), kryo = useKryo)),
+        deserializer =
+            DecodeUsingSerializer[T](
+        Cast(GetColumnByOrdinal(0, BinaryType), BinaryType),
+        classTag[T],
+        kryo = useKryo),
+    clsTag = classTag[T]
+    )
+*/
+  }
+
+  private static class EncodeUsingBeamCoder<T> extends UnaryExpression implements NonSQLExpression
{
+
+    private Class<T> claz;
+    private Coder<T> beamCoder;
+    private Expression child;
+
+    private EncodeUsingBeamCoder( Class<T> claz, Coder<T> beamCoder) {
+      this.claz = claz;
+      this.beamCoder = beamCoder;
+      this.child = new BoundReference(0, new ObjectType(claz), true);
+    }
+
+    @Override public Expression child() {
+      return child;
+    }
+
+    @Override public ExprCode doGenCode(CodegenContext ctx, ExprCode ev) {
+      // Code to serialize.
+      ExprCode input = child.genCode(ctx);
+      String javaType = CodeGenerator.javaType(dataType());
+      String outputStream = "ByteArrayOutputStream baos = new ByteArrayOutputStream();";
+
+      String serialize = outputStream + "$beamCoder.encode(${input.value}, baos); baos.toByteArray();";
+
+      String outside = "final $javaType output = ${input.isNull} ? ${CodeGenerator.defaultValue(dataType)}
: $serialize;";
+
+      List<String> instructions = new ArrayList<>();
+      instructions.add(outside);
+
+      Seq<String> parts = JavaConversions.collectionAsScalaIterable(instructions).toSeq();
+      StringContext stringContext = new StringContext(parts);
+      Block.BlockHelper blockHelper = new Block.BlockHelper(stringContext);
+      List<Object> args = new ArrayList<>();
+      args.add(new VariableValue("beamCoder", Coder.class));
+      args.add(new SimpleExprValue("input.value", ExprValue.class));
+      args.add(new VariableValue("javaType", String.class));
+      args.add(new SimpleExprValue("input.isNull", Boolean.class));
+      args.add(new SimpleExprValue("CodeGenerator.defaultValue(dataType)", String.class));
+      args.add(new VariableValue("$serialize", String.class));
+      Block code = blockHelper.code(JavaConversions.collectionAsScalaIterable(args).toSeq());
+
+      return ev.copy(input.code().$plus(code), input.isNull(), new VariableValue("output",
Array.class));
+    }
+
+    @Override public DataType dataType() {
+      return BinaryType;
+    }
+
+    @Override public Object productElement(int n) {
+      if (n == 0) {
+        return this;
+      } else {
+        throw new IndexOutOfBoundsException(String.valueOf(n));
+      }
+    }
+
+    @Override public int productArity() {
+      //TODO test with spark Encoders if the arity of 1 is ok
+      return 1;
+    }
+
+    @Override public boolean canEqual(Object that) {
+      return (that instanceof EncodeUsingBeamCoder);
+    }
+
+    @Override public boolean equals(Object o) {
+      if (this == o) {
+        return true;
+      }
+      if (o == null || getClass() != o.getClass()) {
+        return false;
+      }
+      EncodeUsingBeamCoder<?> that = (EncodeUsingBeamCoder<?>) o;
+      return claz.equals(that.claz) && beamCoder.equals(that.beamCoder);
+    }
+
+    @Override public int hashCode() {
+      return Objects.hash(super.hashCode(), claz, beamCoder);
+    }
+  }
+
+  /*case class EncodeUsingSerializer(child: Expression, kryo: Boolean)
+      extends UnaryExpression with NonSQLExpression with SerializerSupport {
+
+    override def nullSafeEval(input: Any): Any = {
+        serializerInstance.serialize(input).array()
+    }
+
+    override protected def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = {
+        val serializer = addImmutableScodererializerIfNeeded(ctx)
+        // Code to serialize.
+        val input = child.genCode(ctx)
+        val javaType = CodeGenerator.javaType(dataType)
+        val serialize = s"$serializer.serialize(${input.value}, null).array()"
+
+        val code = input.code + code"""
+    final $javaType ${ev.value} =
+    ${input.isNull} ? ${CodeGenerator.defaultValue(dataType)} : $serialize;
+    """
+    ev.copy(code = code, isNull = input.isNull)
+  }
+
+    override def dataType: DataType = BinaryType
+  }*/
+
+  private static class DecodeUsingBeamCoder<T> extends UnaryExpression implements 
NonSQLExpression{
+
+    private ClassTag<T> classTag;
+    private Coder<T> beamCoder;
+
+    private DecodeUsingBeamCoder(ClassTag<T> classTag, Coder<T> beamCoder) {
+      this.classTag = classTag;
+      this.beamCoder = beamCoder;
+    }
+
+    @Override public Expression child() {
+      return new Cast(new GetColumnByOrdinal(0, BinaryType), BinaryType);
+    }
+
+    @Override public ExprCode doGenCode(CodegenContext ctx, ExprCode ev) {
+      return null;
+    }
+
+    @Override public DataType dataType() {
+      return new ObjectType(classTag.runtimeClass());
+    }
+
+    @Override public Object productElement(int n) {
+      if (n == 0) {
+        return this;
+      } else {
+        throw new IndexOutOfBoundsException(String.valueOf(n));
+      }
+    }
+
+    @Override public int productArity() {
+      //TODO test with spark Encoders if the arity of 1 is ok
+      return 1;
+    }
+
+    @Override public boolean canEqual(Object that) {
+      return (that instanceof DecodeUsingBeamCoder);
+    }
+
+    @Override public boolean equals(Object o) {
+      if (this == o) {
+        return true;
+      }
+      if (o == null || getClass() != o.getClass()) {
+        return false;
+      }
+      DecodeUsingBeamCoder<?> that = (DecodeUsingBeamCoder<?>) o;
+      return classTag.equals(that.classTag) && beamCoder.equals(that.beamCoder);
+    }
+
+    @Override public int hashCode() {
+      return Objects.hash(super.hashCode(), classTag, beamCoder);
+    }
+  }
+/*
+case class DecodeUsingSerializer[T](child: Expression, tag: ClassTag[T], kryo: Boolean)
+      extends UnaryExpression with NonSQLExpression with SerializerSupport {
+
+    override def nullSafeEval(input: Any): Any = {
+        val inputBytes = java.nio.ByteBuffer.wrap(input.asInstanceOf[Array[Byte]])
+        serializerInstance.deserialize(inputBytes)
+    }
+
+    override protected def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = {
+        val serializer = addImmutableSerializerIfNeeded(ctx)
+        // Code to deserialize.
+        val input = child.genCode(ctx)
+        val javaType = CodeGenerator.javaType(dataType)
+        val deserialize =
+        s"($javaType) $serializer.deserialize(java.nio.ByteBuffer.wrap(${input.value}), null)"
+
+        val code = input.code + code"""
+    final $javaType ${ev.value} =
+    ${input.isNull} ? ${CodeGenerator.defaultValue(dataType)} : $deserialize;
+    """
+    ev.copy(code = code, isNull = input.isNull)
+  }
+
+    override def dataType: DataType = ObjectType(tag.runtimeClass)
+  }
+*/
+
 }


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