In my situation, when I use mt_dop=24, I encountered the problem that some 
exchange operator take much time processing data. 
There are much data in the defered queue waiting for being deserialized, why no 
data be dequeue from the queue?

To speed up deserialized from defered queue, I change the config;

datastream_service_num_deserialization_threads=80

datastream_service_deserialization_queue_size=50000




And in the same time, cpu utilization is only about 20%. 









EXCHANGE_NODE (id=17):(Total: 12s519ms, non-child: 7s804ms, % non-child: 62.34%)

          Node Lifecycle Event Timeline: 20s865ms

             - Open Started: 1s104ms (1s104ms)

             - Open Finished: 5s716ms (4s612ms)

             - First Batch Requested: 5s717ms (107.811us)

             - First Batch Returned: 5s739ms (22.135ms)

             - Last Batch Returned: 20s863ms (15s124ms)

             - Closed: 20s865ms (1.429ms)

           - ConvertRowBatchTime: 15.023ms

           - PeakMemoryUsage: 40.31 MB (42271020)

           - RowsReturned: 1.18M (1183889)

           - RowsReturnedRate: 94.56 K/sec

          Buffer pool:

             - AllocTime: 121.084ms

             - CumulativeAllocationBytes: 263.20 MB (275980288)

             - CumulativeAllocations: 8.28K (8276)

             - PeakReservation: 19.44 MB (20381696)

             - PeakUnpinnedBytes: 0

             - PeakUsedReservation: 19.44 MB (20381696)

             - ReadIoBytes: 0

             - ReadIoOps: 0 (0)

             - ReadIoWaitTime: 0.000ns

             - SystemAllocTime: 61.052ms

             - WriteIoBytes: 0

             - WriteIoOps: 0 (0)

             - WriteIoWaitTime: 0.000ns

          Dequeue:

             - BytesDequeued (500.000ms): 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 
155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 155.30 KB, 5.69 MB, 
13.08 MB, 20.32 MB, 27.79 MB, 35.03 MB, 42.62 MB, 50.28 MB, 57.71 MB, 65.44 MB, 
73.14 MB, 80.80 MB, 88.12 MB, 95.52 MB, 103.14 MB, 110.16 MB, 120.44 MB, 129.98 
MB

             - FirstBatchWaitTime: 4s612ms

             - TotalBytesDequeued: 145.28 MB (152335476)

             - TotalGetBatchTime: 12s500ms

               - DataWaitTime: 4s714ms

          Enqueue:

             - BytesReceived (500.000ms): 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
11.02 MB, 23.38 MB, 24.85 MB, 24.85 MB, 24.85 MB, 24.85 MB, 24.85 MB, 24.85 MB, 
24.85 MB, 24.85 MB, 24.85 MB, 24.85 MB, 24.85 MB, 25.05 MB, 25.78 MB, 27.08 MB, 
30.66 MB, 37.86 MB, 45.58 MB, 50.16 MB, 51.69 MB, 52.16 MB, 52.65 MB, 54.85 MB, 
61.37 MB, 69.15 MB, 70.72 MB, 71.36 MB, 71.50 MB, 71.56 MB

             - DeferredQueueSize (500.000ms): 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
0, 324, 987, 1.07K, 1.07K, 1.07K, 1.07K, 1.07K, 1.07K, 1.07K, 1.07K, 1.07K, 
1.07K, 1.07K, 933, 775, 654, 649, 844, 1.06K, 1.10K, 988, 809, 635, 567, 799, 
1.17K, 1.07K, 888, 563, 209

             - DispatchTime: (Avg: 52.816us ; Min: 7.746us ; Max: 3.283ms ; 
Number of samples: 4138)

             - DeserializeRowBatchTime: 293.881ms

             - TotalBatchesEnqueued: 4.14K (4138)

             - TotalBatchesReceived: 4.14K (4138)

             - TotalBytesReceived: 71.56 MB (75036662)

             - TotalEarlySenders: 0 (0)

             - TotalEosReceived: 1.32K (1325)

             - TotalHasDeferredRPCsTime: 14s833ms

             - TotalRPCsDeferred: 3.87K (3871)

        CodeGen:(Total: 1s000ms, non-child: 1s000ms, % non-child: 100.00%)

           - CodegenInvoluntaryContextSwitches: 45 (45)

           - CodegenTotalWallClockTime: 1s000ms

             - CodegenSysTime: 4.000ms

             - CodegenUserTime: 828.000ms

           - CodegenVoluntaryContextSwitches: 487 (487)

           - CompileTime: 252.544ms

           - IrGenerationTime: 65.293ms

           - LoadTime: 0.000ns

           - ModuleBitcodeSize: 2.52 MB (2645424)

           - NumFunctions: 165 (165)

           - NumInstructions: 7.29K (7290)

           - OptimizationTime: 607.741ms

           - PeakMemoryUsage: 3.56 MB (3732480)

           - PrepareTime: 69.221ms

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