twosom commented on code in PR #33267:
URL: https://github.com/apache/beam/pull/33267#discussion_r1890932261


##########
runners/spark/src/main/java/org/apache/beam/runners/spark/translation/streaming/StatefulStreamingParDoEvaluator.java:
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@@ -0,0 +1,246 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.beam.runners.spark.translation.streaming;
+
+import static 
org.apache.beam.runners.spark.translation.TranslationUtils.getBatchDuration;
+import static 
org.apache.beam.runners.spark.translation.TranslationUtils.rejectTimers;
+import static 
org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.Preconditions.checkArgument;
+import static 
org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.Preconditions.checkState;
+
+import java.util.Iterator;
+import java.util.List;
+import java.util.Map;
+import org.apache.beam.runners.core.construction.SerializablePipelineOptions;
+import org.apache.beam.runners.spark.coders.CoderHelpers;
+import org.apache.beam.runners.spark.metrics.MetricsAccumulator;
+import 
org.apache.beam.runners.spark.metrics.MetricsContainerStepMapAccumulator;
+import org.apache.beam.runners.spark.stateful.StateAndTimers;
+import org.apache.beam.runners.spark.translation.EvaluationContext;
+import org.apache.beam.runners.spark.translation.SparkPCollectionView;
+import org.apache.beam.runners.spark.translation.TransformEvaluator;
+import org.apache.beam.runners.spark.translation.TranslationUtils;
+import org.apache.beam.runners.spark.util.ByteArray;
+import org.apache.beam.runners.spark.util.GlobalWatermarkHolder;
+import org.apache.beam.runners.spark.util.SideInputBroadcast;
+import org.apache.beam.sdk.coders.Coder;
+import org.apache.beam.sdk.coders.KvCoder;
+import org.apache.beam.sdk.transforms.DoFn;
+import org.apache.beam.sdk.transforms.DoFnSchemaInformation;
+import org.apache.beam.sdk.transforms.ParDo;
+import org.apache.beam.sdk.transforms.reflect.DoFnSignature;
+import org.apache.beam.sdk.transforms.reflect.DoFnSignatures;
+import org.apache.beam.sdk.transforms.windowing.WindowFn;
+import org.apache.beam.sdk.util.WindowedValue;
+import org.apache.beam.sdk.util.construction.ParDoTranslation;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.PCollectionView;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.sdk.values.WindowingStrategy;
+import 
org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.collect.Iterables;
+import 
org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.collect.Iterators;
+import org.apache.spark.streaming.State;
+import org.apache.spark.streaming.StateSpec;
+import org.apache.spark.streaming.api.java.JavaDStream;
+import org.apache.spark.streaming.api.java.JavaMapWithStateDStream;
+import org.apache.spark.streaming.api.java.JavaPairDStream;
+import scala.Option;
+import scala.Tuple2;
+
+/**
+ * A specialized evaluator for ParDo operations in Spark Streaming context 
that is invoked when
+ * stateful streaming is detected in the DoFn.
+ *
+ * <p>This class is used by {@link StreamingTransformTranslator}'s ParDo 
evaluator to handle
+ * stateful streaming operations. When a DoFn contains stateful processing 
logic, the translation
+ * process routes the execution through this evaluator instead of the standard 
ParDo evaluator.
+ *
+ * <p>The evaluator manages state handling and ensures proper processing 
semantics for streaming
+ * stateful operations in the Spark runner context.
+ *
+ * <p>Important: This evaluator includes validation logic that rejects DoFn 
implementations
+ * containing {@code @Timer} annotations, as timer functionality is not 
currently supported in the
+ * Spark streaming context.
+ */
+public class StatefulStreamingParDoEvaluator<KeyT, ValueT, OutputT>
+    implements TransformEvaluator<ParDo.MultiOutput<KV<KeyT, ValueT>, 
OutputT>> {
+
+  @Override
+  public void evaluate(
+      ParDo.MultiOutput<KV<KeyT, ValueT>, OutputT> transform, 
EvaluationContext context) {
+    final DoFn<KV<KeyT, ValueT>, OutputT> doFn = transform.getFn();
+    final DoFnSignature signature = DoFnSignatures.signatureForDoFn(doFn);
+
+    rejectTimers(doFn);
+    checkArgument(
+        !signature.processElement().isSplittable(),

Review Comment:
   You're right! I'll remove this redundant check in a follow-up PR since 
splittable and stateful are mutually exclusive by design. Thank you for 
catching this. 😀



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