I have memory logging enabled. Tail of TaskManager log on 10.0.88.140: 17:35:26,415 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 341, GC COUNT: 3], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:27,415 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 576/1917/1917 MB, NON HEAP: 56/58/-1 MB (used/committed/max)] 17:35:27,415 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 18/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:27,415 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 341, GC COUNT: 3], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:28,012 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (938/2322) 17:35:28,015 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (938/2322) 17:35:28,016 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (938/2322) [DEPLOYING] 17:35:28,065 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (938/2322) switched to RUNNING 17:35:28,100 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2304/2322) 17:35:28,116 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2304/2322) 17:35:28,116 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2304/2322) [DEPLOYING] 17:35:28,132 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2304/2322) switched to RUNNING 17:35:28,255 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (939/2322) 17:35:28,263 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (939/2322) 17:35:28,263 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (939/2322) [DEPLOYING] 17:35:28,304 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2062/2322) 17:35:28,311 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2062/2322) 17:35:28,311 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2062/2322) [DEPLOYING] 17:35:28,323 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (939/2322) switched to RUNNING 17:35:28,386 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2062/2322) switched to RUNNING 17:35:28,396 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1775/2322) 17:35:28,401 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1775/2322) 17:35:28,402 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1775/2322) [DEPLOYING] 17:35:28,416 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 747/1917/1917 MB, NON HEAP: 56/58/-1 MB (used/committed/max)] 17:35:28,416 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 18/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:28,416 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 341, GC COUNT: 3], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:28,419 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1775/2322) switched to RUNNING 17:35:28,475 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2158/2322) 17:35:28,475 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2158/2322) 17:35:28,476 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2158/2322) [DEPLOYING] 17:35:28,509 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1463/2322) 17:35:28,860 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1463/2322) 17:35:28,861 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1463/2322) [DEPLOYING] 17:35:28,862 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2158/2322) switched to RUNNING 17:35:28,878 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1463/2322) switched to RUNNING 17:35:28,892 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1154/2322) 17:35:28,893 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1154/2322) 17:35:28,893 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1154/2322) [DEPLOYING] 17:35:28,914 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1154/2322) switched to RUNNING 17:35:28,916 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1429/2322) 17:35:28,917 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1429/2322) 17:35:28,917 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1429/2322) [DEPLOYING] 17:35:28,942 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1078/2322) 17:35:28,942 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1078/2322) 17:35:28,942 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1078/2322) [DEPLOYING] 17:35:28,943 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1429/2322) switched to RUNNING 17:35:28,955 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1078/2322) switched to RUNNING 17:35:28,959 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (524/2322) 17:35:28,995 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (524/2322) 17:35:28,995 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (524/2322) [DEPLOYING] 17:35:29,000 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2021/2322) 17:35:29,000 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2021/2322) 17:35:29,000 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2021/2322) [DEPLOYING] 17:35:29,012 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (524/2322) switched to RUNNING 17:35:29,039 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2022/2322) 17:35:29,039 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2021/2322) switched to RUNNING 17:35:29,043 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2022/2322) 17:35:29,043 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2022/2322) [DEPLOYING] 17:35:29,076 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1464/2322) 17:35:29,081 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1464/2322) 17:35:29,081 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1464/2322) [DEPLOYING] 17:35:29,095 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2022/2322) switched to RUNNING 17:35:29,108 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1095/2322) 17:35:29,110 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1464/2322) switched to RUNNING 17:35:29,112 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1095/2322) 17:35:29,112 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1095/2322) [DEPLOYING] 17:35:29,140 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2306/2322) 17:35:29,142 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2306/2322) 17:35:29,142 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2306/2322) [DEPLOYING] 17:35:29,147 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (1095/2322) switched to RUNNING 17:35:29,152 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (974/2322) 17:35:29,153 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2306/2322) switched to RUNNING 17:35:29,155 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (974/2322) 17:35:29,155 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (974/2322) [DEPLOYING] 17:35:29,166 INFO org.apache.flink.runtime.taskmanager.TaskManager - Received task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2305/2322) 17:35:29,167 INFO org.apache.flink.runtime.taskmanager.Task - Loading JAR files for task CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2305/2322) 17:35:29,167 INFO org.apache.flink.runtime.taskmanager.Task - Registering task at network: CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2305/2322) [DEPLOYING] 17:35:29,176 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (974/2322) switched to RUNNING 17:35:29,205 INFO org.apache.flink.runtime.taskmanager.Task - CHAIN GroupReduce (Compute scores) -> FlatMap (checksum()) (2305/2322) switched to RUNNING 17:35:29,417 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 590/1917/1917 MB, NON HEAP: 57/59/-1 MB (used/committed/max)] 17:35:29,417 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 18/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:29,417 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:30,418 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 614/1917/1917 MB, NON HEAP: 57/59/-1 MB (used/committed/max)] 17:35:30,418 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 18/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:30,418 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:31,418 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 634/1917/1917 MB, NON HEAP: 57/59/-1 MB (used/committed/max)] 17:35:31,418 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:31,419 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:32,419 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 638/1917/1917 MB, NON HEAP: 57/59/-1 MB (used/committed/max)] 17:35:32,419 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:32,419 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:33,487 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 648/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:33,494 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:33,522 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:34,523 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 662/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:34,523 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:34,523 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:35,523 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 670/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:35,524 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:35,524 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:36,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 717/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:36,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:36,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:37,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 737/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:37,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/19/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:37,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:38,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 747/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:38,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:38,525 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:39,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 817/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:39,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:39,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:40,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 832/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:40,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:40,526 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:41,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 840/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:41,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:41,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:42,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 847/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:42,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:42,527 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 689, GC COUNT: 4], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:43,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 450/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:43,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:43,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:44,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 508/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:44,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:44,599 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:45,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 517/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:45,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:45,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:46,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 528/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:46,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:46,600 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:47,663 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 541/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:47,664 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:47,664 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:48,791 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 554/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:48,791 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:48,791 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:49,794 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 562/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:49,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:49,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:50,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 569/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:50,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:50,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:51,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 582/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:51,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:51,795 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:52,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 593/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:52,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:52,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:53,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 600/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:53,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:53,796 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:54,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 604/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:54,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:54,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:55,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 610/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:55,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:55,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:56,797 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 615/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:56,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:56,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:57,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 624/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:57,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:57,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:58,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 636/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:58,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:58,798 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:35:59,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 641/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:35:59,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:35:59,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:36:00,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 648/1917/1917 MB, NON HEAP: 58/59/-1 MB (used/committed/max)] 17:36:00,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/34/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:36:00,799 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:36:01,821 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 655/1917/1917 MB, NON HEAP: 58/60/-1 MB (used/committed/max)] 17:36:01,936 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/35/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:36:01,936 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:36:02,937 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 665/1917/1917 MB, NON HEAP: 58/60/-1 MB (used/committed/max)] 17:36:02,937 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/35/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:36:02,937 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1] 17:36:03,944 INFO org.apache.flink.runtime.taskmanager.TaskManager - Memory usage stats: [HEAP: 666/1917/1917 MB, NON HEAP: 58/60/-1 MB (used/committed/max)] 17:36:03,950 INFO org.apache.flink.runtime.taskmanager.TaskManager - Off-heap pool stats: [Code Cache: 19/20/240 MB (used/committed/max)], [Metaspace: 34/35/-1 MB (used/committed/max)], [Compressed Class Space: 4/4/1024 MB (used/committed/max)] 17:36:03,951 INFO org.apache.flink.runtime.taskmanager.TaskManager - Garbage collector stats: [PS Scavenge, GC TIME (ms): 797, GC COUNT: 5], [PS MarkSweep, GC TIME (ms): 974, GC COUNT: 1]
On Thu, Oct 29, 2015 at 1:55 PM, Till Rohrmann <trohrm...@apache.org> wrote: > What does the log of the failed TaskManager 10.0.88.140 say? > > On Thu, Oct 29, 2015 at 6:44 PM, Greg Hogan <c...@greghogan.com> wrote: > > > I removed the use of numactl but left in starting two TaskManagers and am > > still seeing TaskManagers crash. > > From the JobManager log: > > > > 17:36:06,412 WARN > > akka.remote.ReliableDeliverySupervisor - > Association > > with remote system [akka.tcp://flink@10.0.88.140:45742] has failed, > > address > > is now gated for [5000] ms. Reason is: [Disassociated]. > > 17:36:06,567 INFO > > org.apache.flink.runtime.executiongraph.ExecutionGraph - CHAIN > > GroupReduce (Compute scores) -> FlatMap (checksum()) (370/2322) > > (cac9927a8568c2ad79439262a91478af) switched from RUNNING to FAILED > > 17:36:06,572 INFO > > org.apache.flink.runtime.jobmanager.JobManager - Status of > > job 14d946015fd7b35eb801ea6fee5af9e4 (Flink Java Job at Thu Oct 29 > 17:34:48 > > UTC 2015) changed to FAILING. > > java.lang.Exception: The data preparation for task 'CHAIN GroupReduce > > (Compute scores) -> FlatMap (checksum())' , caused an error: Error > > obtaining the sorted input: Thread 'SortMerger Reading Thread' terminated > > due to an exception: Connection unexpectedly closed by remote task > manager > > 'ip-10-0-88-140/10.0.88.140:58558'. This might indicate that the remote > > task manager was lost. > > at > > org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:465) > > at > > org.apache.flink.runtime.operators.BatchTask.invoke(BatchTask.java:354) > > at org.apache.flink.runtime.taskmanager.Task.run(Task.java:584) > > at java.lang.Thread.run(Thread.java:745) > > Caused by: java.lang.RuntimeException: Error obtaining the sorted input: > > Thread 'SortMerger Reading Thread' terminated due to an exception: > > Connection unexpectedly closed by remote task manager 'ip-10-0-88-140/ > > 10.0.88.140:58558'. This might indicate that the remote task manager was > > lost. > > at > > > > > org.apache.flink.runtime.operators.sort.UnilateralSortMerger.getIterator(UnilateralSortMerger.java:619) > > at > > > org.apache.flink.runtime.operators.BatchTask.getInput(BatchTask.java:1089) > > at > > > > > org.apache.flink.runtime.operators.GroupReduceDriver.prepare(GroupReduceDriver.java:94) > > at > > org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:459) > > ... 3 more > > Caused by: java.io.IOException: Thread 'SortMerger Reading Thread' > > terminated due to an exception: Connection unexpectedly closed by remote > > task manager 'ip-10-0-88-140/10.0.88.140:58558'. This might indicate > that > > the remote task manager was lost. > > at > > > > > org.apache.flink.runtime.operators.sort.UnilateralSortMerger$ThreadBase.run(UnilateralSortMerger.java:800) > > Caused by: > > > > > org.apache.flink.runtime.io.network.netty.exception.RemoteTransportException: > > Connection unexpectedly closed by remote task manager 'ip-10-0-88-140/ > > 10.0.88.140:58558'. This might indicate that the remote task manager was > > lost. > > at > > > > > org.apache.flink.runtime.io.network.netty.PartitionRequestClientHandler.channelInactive(PartitionRequestClientHandler.java:119) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:208) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:194) > > at > > > > > io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:208) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:194) > > at > > > > > io.netty.handler.codec.ByteToMessageDecoder.channelInactive(ByteToMessageDecoder.java:306) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:208) > > at > > > > > io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:194) > > at > > > > > io.netty.channel.DefaultChannelPipeline.fireChannelInactive(DefaultChannelPipeline.java:828) > > at > > > > > io.netty.channel.AbstractChannel$AbstractUnsafe$7.run(AbstractChannel.java:621) > > at > > > > > io.netty.util.concurrent.SingleThreadEventExecutor.runAllTasks(SingleThreadEventExecutor.java:358) > > at io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:357) > > at > > > > > io.netty.util.concurrent.SingleThreadEventExecutor$2.run(SingleThreadEventExecutor.java:112) > > at java.lang.Thread.run(Thread.java:745) > > 17:36:06,587 INFO > > org.apache.flink.runtime.executiongraph.ExecutionGraph - CHAIN > > GroupReduce (Compute scores) -> FlatMap (checksum()) (367/2322) > > (d63c681a18b8164bc24936df1ecb159b) switched from RUNNING to FAILED > > > > > > On Thu, Oct 29, 2015 at 1:00 PM, Stephan Ewen <se...@apache.org> wrote: > > > > > Hi Greg! > > > > > > Interesting... When you say the TaskManagers are dropping, are the > > > TaskManager processes crashing, or are they loosing connection to the > > > JobManager? > > > > > > Greetings, > > > Stephan > > > > > > > > > On Thu, Oct 29, 2015 at 9:56 AM, Greg Hogan <c...@greghogan.com> > wrote: > > > > > > > I recently discovered that AWS uses NUMA for its largest nodes. An > > > example > > > > c4.8xlarge: > > > > > > > > $ numactl --hardware > > > > available: 2 nodes (0-1) > > > > node 0 cpus: 0 1 2 3 4 5 6 7 8 18 19 20 21 22 23 24 25 26 > > > > node 0 size: 29813 MB > > > > node 0 free: 24537 MB > > > > node 1 cpus: 9 10 11 12 13 14 15 16 17 27 28 29 30 31 32 33 34 35 > > > > node 1 size: 30574 MB > > > > node 1 free: 22757 MB > > > > node distances: > > > > node 0 1 > > > > 0: 10 20 > > > > 1: 20 10 > > > > > > > > I discovered yesterday that Flink performed ~20-30% faster on large > > > > datasets by running two NUMA-constrained TaskManagers per node. The > > > > JobManager node ran a single TaskManager. Resources were divided in > > half > > > > relative to running a single TaskManager. > > > > > > > > The changes from the tail of /bin/taskmanager.sh: > > > > > > > > -"${FLINK_BIN_DIR}"/flink-daemon.sh $STARTSTOP taskmanager > "${args[@]}" > > > > +numactl --membind=0 --cpunodebind=0 > "${FLINK_BIN_DIR}"/flink-daemon.sh > > > > $STARTSTOP taskmanager "${args[@]}" > > > > +numactl --membind=1 --cpunodebind=1 > "${FLINK_BIN_DIR}"/flink-daemon.sh > > > > $STARTSTOP taskmanager "${args[@]}" > > > > > > > > After reverting this change the system is again stable. I had not > > > > experienced issues using numactl when running 16 nodes. > > > > > > > > Greg > > > > > > > > > >