SteNicholas commented on code in PR #8680:
URL: https://github.com/apache/hudi/pull/8680#discussion_r1197783334


##########
hudi-flink-datasource/hudi-flink/src/main/java/org/apache/hudi/sink/clustering/HoodieFlinkClusteringJob.java:
##########
@@ -259,93 +257,105 @@ private void cluster() throws Exception {
         table.getMetaClient().reloadActiveTimeline();
       }
 
-      // fetch the instant based on the configured execution sequence
-      List<HoodieInstant> instants = 
ClusteringUtils.getPendingClusteringInstantTimes(table.getMetaClient());
-      if (instants.isEmpty()) {
-        // do nothing.
-        LOG.info("No clustering plan scheduled, turns on the clustering plan 
schedule with --schedule option");
-        return;
-      }
-
-      final HoodieInstant clusteringInstant;
-      if (cfg.clusteringInstantTime != null) {
-        clusteringInstant = instants.stream()
-            .filter(i -> i.getTimestamp().equals(cfg.clusteringInstantTime))
-            .findFirst()
-            .orElseThrow(() -> new HoodieException("Clustering instant [" + 
cfg.clusteringInstantTime + "] not found"));
+      StreamExecutionEnvironment env = 
StreamExecutionEnvironment.getExecutionEnvironment(conf);
+
+      int clusteringParallelism;
+      DataStream<ClusteringPlanEvent> planStream;
+      HoodieInstant clusteringInstant = null;
+      if (serviceMode) {
+        clusteringParallelism = conf.getInteger(FlinkOptions.CLUSTERING_TASKS);
+        planStream = env.addSource(new 
ServiceSourceFunction(conf.get(ExecutionCheckpointingOptions.CHECKPOINTING_INTERVAL)))
+            .name("clustering_service_source")
+            .uid("uid_clustering_service_source")
+            .setParallelism(1)
+            .transform("cluster_plan_generate", 
TypeInformation.of(ClusteringPlanEvent.class), new ClusteringPlanOperator(conf))
+            .setParallelism(1);
       } else {
-        // check for inflight clustering plans and roll them back if required
-        clusteringInstant =
-            CompactionUtil.isLIFO(cfg.clusteringSeq) ? 
instants.get(instants.size() - 1) : instants.get(0);
-      }
+        // fetch the instant based on the configured execution sequence
+        List<HoodieInstant> instants = 
ClusteringUtils.getPendingClusteringInstantTimes(table.getMetaClient());
+        if (instants.isEmpty()) {

Review Comment:
   @danny0405, I have got the point that shares `#cluster` in the streaming 
source function and starts a timeline service. I will update the service source 
function.



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