JozoVilcek commented on code in PR #24837:
URL: https://github.com/apache/beam/pull/24837#discussion_r1062662250


##########
runners/spark/src/main/java/org/apache/beam/runners/spark/translation/SparkInputDataProcessor.java:
##########
@@ -0,0 +1,394 @@
+/*
+ * 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;
+
+import static 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkArgument;
+
+import java.util.Collections;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.Future;
+import java.util.concurrent.LinkedBlockingQueue;
+import java.util.concurrent.TimeUnit;
+import org.apache.beam.runners.core.DoFnRunners.OutputManager;
+import org.apache.beam.runners.core.StateNamespace;
+import org.apache.beam.runners.core.StateNamespaces;
+import org.apache.beam.runners.core.TimerInternals;
+import org.apache.beam.sdk.transforms.reflect.DoFnInvokers;
+import org.apache.beam.sdk.transforms.windowing.BoundedWindow;
+import org.apache.beam.sdk.util.WindowedValue;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Function;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.AbstractIterator;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterators;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.LinkedListMultimap;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Multimap;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.util.concurrent.ThreadFactoryBuilder;
+import org.checkerframework.checker.nullness.qual.Nullable;
+import scala.Tuple2;
+
+/** Processes Spark partitions using Beam's {@link 
org.apache.beam.runners.core.DoFnRunner}. */
+interface SparkInputDataProcessor<FnInputT, FnOutputT, OutputT> {
+
+  /**
+   * @return {@link OutputManager} to be used by {@link 
org.apache.beam.runners.core.DoFnRunner} for
+   *     emitting processing results
+   */
+  OutputManager getOutputManager();
+
+  /**
+   * Processes input partition data and return results as {@link Iterable}.
+   *
+   * @param input input partition iterator
+   * @param ctx current processing context
+   */
+  <K> Iterable<OutputT> process(
+      Iterator<WindowedValue<FnInputT>> input, SparkProcessContext<K, 
FnInputT, FnOutputT> ctx);
+
+  /**
+   * Creates a synchronous {@link SparkInputDataProcessor} which does 
processing in calling thread.
+   * It is doing so by processing fully input element and then iterating over 
the output retrieved
+   * from that processing. The result of processing one element fit into 
memory.
+   */
+  static <FnInputT, FnOutputT>
+      SparkInputDataProcessor<FnInputT, FnOutputT, Tuple2<TupleTag<?>, 
WindowedValue<?>>>
+          createSync() {
+    return new SyncSparkInputDataProcessor<>();
+  }
+
+  /**
+   * Create and asynchronous {@link SparkInputDataProcessor} which does 
process input elements in
+   * separate thread and observes produced outputs asynchronously. This does 
not require results of
+   * processing one element to fit into the memory.
+   */
+  static <FnInputT, FnOutputT>
+      SparkInputDataProcessor<FnInputT, FnOutputT, Tuple2<TupleTag<?>, 
WindowedValue<?>>>
+          createAsync() {
+    return new AsyncSparkInputDataProcessor<>();
+  }
+}
+
+class SyncSparkInputDataProcessor<FnInputT, FnOutputT>
+    implements SparkInputDataProcessor<FnInputT, FnOutputT, 
Tuple2<TupleTag<?>, WindowedValue<?>>> {
+
+  private final UnboundedDoFnOutputManager outputManager = new 
UnboundedDoFnOutputManager();
+
+  @Override
+  public OutputManager getOutputManager() {
+    return outputManager;
+  }
+
+  @Override
+  public <K> Iterable<Tuple2<TupleTag<?>, WindowedValue<?>>> process(
+      Iterator<WindowedValue<FnInputT>> input, SparkProcessContext<K, 
FnInputT, FnOutputT> ctx) {
+    if (!input.hasNext()) {
+      return Collections.emptyList();
+    }
+    return () -> new SyncInOutIterator<>(input, ctx);
+  }
+
+  private static class UnboundedDoFnOutputManager
+      implements OutputManager, Iterable<Tuple2<TupleTag<?>, 
WindowedValue<?>>> {
+
+    private final Multimap<TupleTag<?>, WindowedValue<?>> outputs = 
LinkedListMultimap.create();

Review Comment:
   Addressed by next commits



##########
runners/spark/src/main/java/org/apache/beam/runners/spark/translation/SparkInputDataProcessor.java:
##########
@@ -0,0 +1,394 @@
+/*
+ * 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;
+
+import static 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkArgument;
+
+import java.util.Collections;
+import java.util.Iterator;
+import java.util.Map;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.Future;
+import java.util.concurrent.LinkedBlockingQueue;
+import java.util.concurrent.TimeUnit;
+import org.apache.beam.runners.core.DoFnRunners.OutputManager;
+import org.apache.beam.runners.core.StateNamespace;
+import org.apache.beam.runners.core.StateNamespaces;
+import org.apache.beam.runners.core.TimerInternals;
+import org.apache.beam.sdk.transforms.reflect.DoFnInvokers;
+import org.apache.beam.sdk.transforms.windowing.BoundedWindow;
+import org.apache.beam.sdk.util.WindowedValue;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Function;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.AbstractIterator;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterators;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.LinkedListMultimap;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Multimap;
+import 
org.apache.beam.vendor.guava.v26_0_jre.com.google.common.util.concurrent.ThreadFactoryBuilder;
+import org.checkerframework.checker.nullness.qual.Nullable;
+import scala.Tuple2;
+
+/** Processes Spark partitions using Beam's {@link 
org.apache.beam.runners.core.DoFnRunner}. */
+interface SparkInputDataProcessor<FnInputT, FnOutputT, OutputT> {
+
+  /**
+   * @return {@link OutputManager} to be used by {@link 
org.apache.beam.runners.core.DoFnRunner} for
+   *     emitting processing results
+   */
+  OutputManager getOutputManager();
+
+  /**
+   * Processes input partition data and return results as {@link Iterable}.
+   *
+   * @param input input partition iterator
+   * @param ctx current processing context
+   */
+  <K> Iterable<OutputT> process(

Review Comment:
   Addressed by next commits



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