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[STORM-4000] Processing late tuples from BaseWindowedBolt results in serialization exception
I am developing an Apache Storm (v2.5.0) topology that reads events from a spout (BaseRichSpout), counts the number of events in tumbling windows (BaseWindowedBolt), and prints the count (BaseRichBolt). The topology works fine, but there are some out-of-order events in my dataset. The BaseWindowedBolt provides withLateTupleStream method to route late events to a separate stream. However, when I try to process late events, I get a serialization exception:
Caused by: com.esotericsoftware.kryo.KryoException: java.lang.IllegalArgumentException: Class is not registered: org.apache.storm.shade.com.google.common.collect.SingletonImmutableBiMap Note: To register this class use: kryo.register(org.apache.storm.shade.com.google.common.collect.SingletonImmutableBiMap.class); Serialization trace: defaultResources (org.apache.storm.task.WorkerTopologyContext) context (org.apache.storm.tuple.TupleImpl) at com.esotericsoftware.kryo.serializers.ObjectField.write(ObjectField.java:101) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.serializers.FieldSerializer.write(FieldSerializer.java:508) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.Kryo.writeObject(Kryo.java:575) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.serializers.ObjectField.write(ObjectField.java:79) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.serializers.FieldSerializer.write(FieldSerializer.java:508) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.Kryo.writeClassAndObject(Kryo.java:651) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.serializers.CollectionSerializer.write(CollectionSerializer.java:100) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.serializers.CollectionSerializer.write(CollectionSerializer.java:40) ~[kryo-4.0.2.jar:?] at com.esotericsoftware.kryo.Kryo.writeObject(Kryo.java:557) ~[kryo-4.0.2.jar:?] at org.apache.storm.serialization.KryoValuesSerializer.serializeInto(KryoValuesSerializer.java:38) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.serialization.KryoTupleSerializer.serialize(KryoTupleSerializer.java:40) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.daemon.worker.WorkerState.checkSerialize(WorkerState.java:613) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.ExecutorTransfer.tryTransferLocal(ExecutorTransfer.java:101) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.ExecutorTransfer.tryTransfer(ExecutorTransfer.java:66) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.LocalExecutor$1.tryTransfer(LocalExecutor.java:36) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.bolt.BoltOutputCollectorImpl.boltEmit(BoltOutputCollectorImpl.java:112) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.bolt.BoltOutputCollectorImpl.emit(BoltOutputCollectorImpl.java:65) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.task.OutputCollector.emit(OutputCollector.java:93) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.task.OutputCollector.emit(OutputCollector.java:93) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.task.OutputCollector.emit(OutputCollector.java:42) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.topology.WindowedBoltExecutor.execute(WindowedBoltExecutor.java:313) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.bolt.BoltExecutor.tupleActionFn(BoltExecutor.java:212) ~[storm-client-2.5.0.jar:2.5.0] at org.apache.storm.executor.Executor.accept(Executor.java:294) ~[storm-client-2.5.0.jar:2.5.0] ... 6 more
I have defined my topology as below:
public class TestTopology { public static void main (String[] args) throws Exception { Config config = new Config(); config.put(Config.TOPOLOGY_TESTING_ALWAYS_TRY_SERIALIZE, true); config.registerSerialization(TupleImpl.class); config.registerSerialization(WorkerTopologyContext.class); config.registerSerialization(Fields.class); LocalCluster cluster = new LocalCluster();try (LocalCluster.LocalTopology topology = cluster.submitTopology("testTopology", config, getTopology().createTopology())) { Thread.sleep(50000);} cluster.shutdown(); }
<span class="code-keyword">static</span> TopologyBuilder getTopology(){TopologyBuilder builder = new TopologyBuilder(); builder.setSpout("eventSpout", new LateEventSpout()); builder.setBolt("windowBolt", new WindowBolt().withTumblingWindow(BaseWindowedBolt.Duration.seconds(10)). withTimestampField("time"). withLateTupleStream("lateEvents")). shuffleGrouping("eventSpout"); builder.setBolt("latePrintBolt", new LatePrintBolt()). shuffleGrouping("windowBolt", "lateEvents"); builder.setBolt("printBolt", new PrintBolt()).shuffleGrouping("windowBolt"); return builder; } }
Where `LateEventSpout` is
public class LateEventSpout extends BaseRichSpout {<span class="code-keyword">private</span> SpoutOutputCollector collector; <span class="code-keyword">private</span> List<<span class="code-object">Long</span>> eventTimes; <span class="code-keyword">private</span> <span class="code-object">int</span> currentTime = 0; <span class="code-keyword">private</span> <span class="code-object">int</span> id = 1; <span class="code-keyword">public</span> LateEventSpout () {eventTimes = new ArrayList<>(); for (int i = 1; i<= 61; i++) { eventTimes.add(Instant.EPOCH.plusSeconds(i).toEpochMilli()); } // eventTimes = [epoch+1, epoch+2, .., epoch+61] }
@Override <span class="code-keyword">public</span> void open(Map<<span class="code-object">String</span>, <span class="code-object">Object</span>> conf, TopologyContext context, SpoutOutputCollector collector) {this.collector = collector; }
@Override <span class="code-keyword">public</span> void nextTuple() {int eventId = id++; Long eventTime = eventTimes.get(currentTime++); if (currentTime == eventTimes.size()){ currentTime = 0; } collector.emit(new Values(eventId, eventTime)); } @Override public void declareOutputFields(OutputFieldsDeclarer declarer) { declarer.declare(new Fields("id", "time")); } }
And `WindowBolt` is:
public class WindowBolt extends BaseWindowedBolt {OutputCollector collector; @Override <span class="code-keyword">public</span> void prepare(Map<<span class="code-object">String</span>, <span class="code-object">Object</span>> topoConf, TopologyContext context, OutputCollector collector){this.collector = collector; }
@Override <span class="code-keyword">public</span> void execute(TupleWindow inputWindow) {int sum = 0; for (Tuple event : inputWindow.get()){ sum++; } collector.emit(new Values(inputWindow.getStartTimestamp(), inputWindow.getEndTimestamp(), sum)); }
@Override <span class="code-keyword">public</span> void declareOutputFields(OutputFieldsDeclarer declarer) {declarer.declare(new Fields("start", "end", "sum")); } }
And `PrintBolt` just prints the `windowBolt` output. (`LatePrintBolt` is similar)
If I don't set the `LatePrintBolt` in `TopologyBuilder`, I get the correct results
public class PrintBolt extends BaseRichBolt { @Override public void prepare(MapString, Object> topoConf, TopologyContext context, OutputCollector collector) { }@Override <span class="code-keyword">public</span> void execute(Tuple input) {System.out.println(String.format("Start: %d, End: %d, Sum:%d", input.getLongByField("start"), input.getLongByField("end"), input.getIntegerByField("sum"))); }
@Override <span class="code-keyword">public</span> void declareOutputFields(OutputFieldsDeclarer declarer) { }}
Start: 0, End: 10000, Sum:10 Start: 10000, End: 20000, Sum:10 Start: 20000, End: 30000, Sum:10 Start: 30000, End: 40000, Sum:10 Start: 40000, End: 50000, Sum:10 Start: 50000, End: 60000, Sum:10
However, when I try to print lateEvents stream, I get the same output but on the first late event, I get the above-mentioned exception.
I have debugged the issue. When WindowedBoltExecutor receives a late tuple, it emits the late tuple but BoltOutputCollectorImpl rewraps it in a new Tuple. Now, this new tuple contains WorkerTopologyContext, which is not serializable, hence the error.
Originally reported by jawadtahir, imported from: Processing late tuples from BaseWindowedBolt results in serialization exception
- status: Open
- priority: Major
- resolution: Unresolved
- imported: 2025-01-24
Hi rzo1 ,
Thank you for your response and sorry for the late response, I have been away from my machine.
I just checked it, and the new version does not solve the problem.
As far as I understood, the problem is not with serialization but with the wrong implementation of the late tuple management. The input in WindowBoltExecutor is already a Tuple. The tuple contains WorkerTopologyContext, which is not serializable (some volatile attributes). Hence, the error. In my opinion, we should change the line to
windowedOutputCollector.emit(lateTupleStream, input, input.getValues());
instead of
windowedOutputCollector.emit(lateTupleStream, input, new Values(input));
What are your thoughts on it?
Hi rzo1 ,
I have been trying to fix this bug for the past two days. Upon closer inspection, I found that it is a much bigger problem than just changing the parameters of the emit function.
We cannot change it to input.getValues() as we define only one output field. By design, it expects a tuple. However, a tuple can never be serialized due to some volatile attributes. Hence, lateTupleStream will only work when there is no serialization.
I think we need the input of original authors kosii and arunm on how to solve this bug.
rzo1:
Given the late community health and the discussion of moving to the attic earlier this year, I doubt, that there will be much traction from the original authors. If you can think of a good solution, feel free to provide a PR or send a mail to the dev@ list to discuss a proposal in more depth.