All tasks finish but dataproc spark job does not conclude

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I am running a spark dataproc job. Everything in the code finishes. I have print('savedddd'); print(scores) as the ultimate last line of my code and it executes as well. enter image description here All the activity on all nodes goes to 0. Yet the dataproc job does not conclude. My shell prints 22/01/13 19:29:15 INFO org.sparkproject.jetty.server.AbstractConnector: Stopped Spark@a69cfdd{HTTP/1.1, (http/1.1)}{0.0.0.0:0} and that's it. The terminal remains stuck there. In the jobs tab, the job constantly shows as running and I have to manually cancel it. enter image description here

Could you help me debug the issue?

As instructed by @Igor I have tried to use jstack. My attempts are following:

  1. Ran sudo jps -mlvV

  2. Relevant pid is 14961

  3. I ran sudo jstack -l 14961

output:

Full thread dump OpenJDK 64-Bit Server VM (25.292-b10 mixed mode):
"DestroyJavaVM" #657 prio=5 os_prio=0 tid=0x00007f9bd8013800 nid=0x3a83 waiting on condition [0x0000000000000000]
   java.lang.Thread.State: RUNNABLE
"pool-42-thread-1" #360 prio=5 os_prio=0 tid=0x00007f9b90582000 nid=0x3eb2 waiting on condition [0x00007f9b6b24b000]
   java.lang.Thread.State: WAITING (parking)
        at sun.misc.Unsafe.park(Native Method)
        - parking to wait for  <0x0000000094d52ac0> (a java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject)
        at java.util.concurrent.locks.LockSupport.park(LockSupport.java:175)
        at java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject.await(AbstractQueuedSynchronizer.java:2039)
        at java.util.concurrent.LinkedBlockingQueue.take(LinkedBlockingQueue.java:442)
        at java.util.concurrent.ThreadPoolExecutor.getTask(ThreadPoolExecutor.java:1074)
        at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1134)
        at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
        at java.lang.Thread.run(Thread.java:748)
"yarn-scheduler-endpoint" #261 daemon prio=5 os_prio=0 tid=0x00007f9bd9d61000 nid=0x3dab waiting on condition [0x00007f9b6f185000]
   java.lang.Thread.State: WAITING (parking)
        at sun.misc.Unsafe.park(Native Method)
        - parking to wait for  <0x0000000088bf5dd0> (a java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject)
        at java.util.concurrent.locks.LockSupport.park(LockSupport.java:175)
        at java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject.await(AbstractQueuedSynchronizer.java:2039)
        at java.util.concurrent.LinkedBlockingQueue.take(LinkedBlockingQueue.java:442)
        at java.util.concurrent.ThreadPoolExecutor.getTask(ThreadPoolExecutor.java:1074)
        at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1134)
        at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
        at java.lang.Thread.run(Thread.java:748)
"client DomainSocketWatcher" #54 daemon prio=5 os_prio=0 tid=0x00007f9b919d1800 nid=0x3ae3 runnable [0x00007f9b84ee1000]
   java.lang.Thread.State: RUNNABLE
        at org.apache.hadoop.net.unix.DomainSocketWatcher.doPoll0(Native Method)
        at org.apache.hadoop.net.unix.DomainSocketWatcher.access$900(DomainSocketWatcher.java:52)
        at org.apache.hadoop.net.unix.DomainSocketWatcher$2.run(DomainSocketWatcher.java:503)
        at java.lang.Thread.run(Thread.java:748)

"Service Thread" #7 daemon prio=9 os_prio=0 tid=0x00007f9bd80cb800 nid=0x3a8c runnable [0x0000000000000000]
   java.lang.Thread.State: RUNNABLE
"C1 CompilerThread1" #6 daemon prio=9 os_prio=0 tid=0x00007f9bd80c7000 nid=0x3a8b waiting on condition [0x0000000000000000]
   java.lang.Thread.State: RUNNABLE
"C2 CompilerThread0" #5 daemon prio=9 os_prio=0 tid=0x00007f9bd80c4000 nid=0x3a8a waiting on condition [0x0000000000000000]
   java.lang.Thread.State: RUNNABLE
"Signal Dispatcher" #4 daemon prio=9 os_prio=0 tid=0x00007f9bd80c1000 nid=0x3a89 waiting on condition [0x0000000000000000]
   java.lang.Thread.State: RUNNABLE
"Finalizer" #3 daemon prio=8 os_prio=0 tid=0x00007f9bd808b800 nid=0x3a88 in Object.wait() [0x00007f9bc5e87000]
   java.lang.Thread.State: WAITING (on object monitor)
        at java.lang.Object.wait(Native Method)
        at java.lang.ref.ReferenceQueue.remove(ReferenceQueue.java:144)
        - locked <0x00000000881de630> (a java.lang.ref.ReferenceQueue$Lock)
        at java.lang.ref.ReferenceQueue.remove(ReferenceQueue.java:165)
        at java.lang.ref.Finalizer$FinalizerThread.run(Finalizer.java:216)
"Reference Handler" #2 daemon prio=10 os_prio=0 tid=0x00007f9bd8087000 nid=0x3a87 in Object.wait() [0x00007f9bc5f88000]
   java.lang.Thread.State: WAITING (on object monitor)
        at java.lang.Object.wait(Native Method)
        at java.lang.Object.wait(Object.java:502)
        at java.lang.ref.Reference.tryHandlePending(Reference.java:191)
        - locked <0x00000000881de800> (a java.lang.ref.Reference$Lock)
        at java.lang.ref.Reference$ReferenceHandler.run(Reference.java:153)
"VM Thread" os_prio=0 tid=0x00007f9bd807d800 nid=0x3a86 runnable 
"GC task thread#0 (ParallelGC)" os_prio=0 tid=0x00007f9bd8029000 nid=0x3a84 runnable 
"GC task thread#1 (ParallelGC)" os_prio=0 tid=0x00007f9bd802a800 nid=0x3a85 runnable 
"VM Periodic Task Thread" os_prio=0 tid=0x00007f9bd80ce800 nid=0x3a8d waiting on condition 
JNI global references: 7697
Heap
 PSYoungGen      total 542720K, used 445168K [0x00000000d8000000, 0x00000000ff300000, 0x0000000100000000)
  eden space 439296K, 93% used [0x00000000d8000000,0x00000000f0f809d0,0x00000000f2d00000)
  from space 103424K, 34% used [0x00000000f8e00000,0x00000000fb13b870,0x00000000ff300000)
  to   space 99328K, 0% used [0x00000000f2d00000,0x00000000f2d00000,0x00000000f8e00000)
 ParOldGen       total 542208K, used 248894K [0x0000000088000000, 0x00000000a9180000, 0x00000000d8000000)
  object space 542208K, 45% used [0x0000000088000000,0x000000009730f8c8,0x00000000a9180000)
 Metaspace       used 145492K, capacity 160872K, committed 161152K, reserved 1189888K
  class space    used 19087K, capacity 20303K, committed 20352K, reserved 1048576K
2022-01-20 19:48:51
Full thread dump OpenJDK 64-Bit Server VM (25.292-b10 mixed mode):
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