IntervalJoin is stucked in rocksdb'seek for too long time in flink-1.6.2
I am using IntervalJoin function to join two streams within 10 minutes. As below:
labelStream.intervalJoin(adLogStream)
.between(Time.milliseconds(0), Time.milliseconds(600000))
.process(new processFunction())
.sink(kafkaProducer)
labelStream and adLogStream are proto-buf class that are keyed by Long id.
Our two input-streams are huge. After running about 30minutes, the output to kafka go down slowly, like this:
When data output begins going down, I use jstack and pstack sevaral times to get these:
It seems the program is stucked in rockdb's seek. And I find that some rockdb's srt file are accessed slowly by iteration.
I have tried several ways:
1)Reduce the input amount to half. This works well.
2)Replace labelStream and adLogStream with simple Strings. This way, data amount will not change. This works well.
3)Use PredefinedOptions like SPINNING_DISK_OPTIMIZED and SPINNING_DISK_OPTIMIZED_HIGH_MEM. This still fails.
4)Use new versions of rocksdbjni. This still fails.
Can anyone give me some suggestions? Thank you very much.
apache-flink rocksdb
asked Nov 20 '18 at 13:12
user2928444user2928444
154
add a comment |
I am using IntervalJoin function to join two streams within 10 minutes. As below:
labelStream.intervalJoin(adLogStream)
.between(Time.milliseconds(0), Time.milliseconds(600000))
.process(new processFunction())
.sink(kafkaProducer)
labelStream and adLogStream are proto-buf class that are keyed by Long id.
Our two input-streams are huge. After running about 30minutes, the output to kafka go down slowly, like this:
When data output begins going down, I use jstack and pstack sevaral times to get these:
It seems the program is stucked in rockdb's seek. And I find that some rockdb's srt file are accessed slowly by iteration.
I have tried several ways:
1)Reduce the input amount to half. This works well.
2)Replace labelStream and adLogStream with simple Strings. This way, data amount will not change. This works well.
3)Use PredefinedOptions like SPINNING_DISK_OPTIMIZED and SPINNING_DISK_OPTIMIZED_HIGH_MEM. This still fails.
4)Use new versions of rocksdbjni. This still fails.
Can anyone give me some suggestions? Thank you very much.
apache-flink rocksdb
asked Nov 20 '18 at 13:12
user2928444user2928444
154
add a comment |
I am using IntervalJoin function to join two streams within 10 minutes. As below:
labelStream.intervalJoin(adLogStream)
.between(Time.milliseconds(0), Time.milliseconds(600000))
.process(new processFunction())
.sink(kafkaProducer)
labelStream and adLogStream are proto-buf class that are keyed by Long id.
Our two input-streams are huge. After running about 30minutes, the output to kafka go down slowly, like this:
When data output begins going down, I use jstack and pstack sevaral times to get these:
It seems the program is stucked in rockdb's seek. And I find that some rockdb's srt file are accessed slowly by iteration.
I have tried several ways:
1)Reduce the input amount to half. This works well.
2)Replace labelStream and adLogStream with simple Strings. This way, data amount will not change. This works well.
3)Use PredefinedOptions like SPINNING_DISK_OPTIMIZED and SPINNING_DISK_OPTIMIZED_HIGH_MEM. This still fails.
4)Use new versions of rocksdbjni. This still fails.
Can anyone give me some suggestions? Thank you very much.
apache-flink rocksdb
asked Nov 20 '18 at 13:12
user2928444user2928444
154
I am using IntervalJoin function to join two streams within 10 minutes. As below:
labelStream.intervalJoin(adLogStream)
.between(Time.milliseconds(0), Time.milliseconds(600000))
.process(new processFunction())
.sink(kafkaProducer)
labelStream and adLogStream are proto-buf class that are keyed by Long id.
Our two input-streams are huge. After running about 30minutes, the output to kafka go down slowly, like this:
When data output begins going down, I use jstack and pstack sevaral times to get these:
It seems the program is stucked in rockdb's seek. And I find that some rockdb's srt file are accessed slowly by iteration.
I have tried several ways:
1)Reduce the input amount to half. This works well.
2)Replace labelStream and adLogStream with simple Strings. This way, data amount will not change. This works well.
3)Use PredefinedOptions like SPINNING_DISK_OPTIMIZED and SPINNING_DISK_OPTIMIZED_HIGH_MEM. This still fails.
4)Use new versions of rocksdbjni. This still fails.
Can anyone give me some suggestions? Thank you very much.
apache-flink rocksdb
apache-flink rocksdb
asked Nov 20 '18 at 13:12
user2928444user2928444
154
asked Nov 20 '18 at 13:12
user2928444user2928444
154
edited Nov 22 '18 at 1:46
user2928444
asked Nov 20 '18 at 13:12
user2928444user2928444
154
asked Nov 20 '18 at 13:12
user2928444user2928444
154
asked Nov 20 '18 at 13:12
user2928444user2928444
154
154
add a comment |
add a comment |
1 Answer
1
active
oldest
votes
A few thoughts:
You could ask on the flink-user mailing list -- in general, operational questions like this are more likely to elicit knowledgeable responses on the mailing list than on stack overflow.
I've heard that if RocksDB is given more off-heap memory to work with, it can help because RocksDB will use it for caching. Sorry, but I don't know how any details of how to go about configuring this.
Perhaps increasing the parallelism would help.
If it's possible to do so, it might be interesting to try running with the heap-based state backend instead, just to see how much of the pain is caused by RocksDB.
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
add a comment |
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
A few thoughts:
You could ask on the flink-user mailing list -- in general, operational questions like this are more likely to elicit knowledgeable responses on the mailing list than on stack overflow.
I've heard that if RocksDB is given more off-heap memory to work with, it can help because RocksDB will use it for caching. Sorry, but I don't know how any details of how to go about configuring this.
Perhaps increasing the parallelism would help.
If it's possible to do so, it might be interesting to try running with the heap-based state backend instead, just to see how much of the pain is caused by RocksDB.
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
add a comment |
A few thoughts:
You could ask on the flink-user mailing list -- in general, operational questions like this are more likely to elicit knowledgeable responses on the mailing list than on stack overflow.
I've heard that if RocksDB is given more off-heap memory to work with, it can help because RocksDB will use it for caching. Sorry, but I don't know how any details of how to go about configuring this.
Perhaps increasing the parallelism would help.
If it's possible to do so, it might be interesting to try running with the heap-based state backend instead, just to see how much of the pain is caused by RocksDB.
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
add a comment |
A few thoughts:
You could ask on the flink-user mailing list -- in general, operational questions like this are more likely to elicit knowledgeable responses on the mailing list than on stack overflow.
I've heard that if RocksDB is given more off-heap memory to work with, it can help because RocksDB will use it for caching. Sorry, but I don't know how any details of how to go about configuring this.
Perhaps increasing the parallelism would help.
If it's possible to do so, it might be interesting to try running with the heap-based state backend instead, just to see how much of the pain is caused by RocksDB.
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
A few thoughts:
You could ask on the flink-user mailing list -- in general, operational questions like this are more likely to elicit knowledgeable responses on the mailing list than on stack overflow.
I've heard that if RocksDB is given more off-heap memory to work with, it can help because RocksDB will use it for caching. Sorry, but I don't know how any details of how to go about configuring this.
Perhaps increasing the parallelism would help.
If it's possible to do so, it might be interesting to try running with the heap-based state backend instead, just to see how much of the pain is caused by RocksDB.
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
answered Nov 21 '18 at 12:30
David AndersonDavid Anderson
6,13921321
6,13921321
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
add a comment |
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
Thank you. I will try these methods.
– user2928444
Nov 21 '18 at 13:49
add a comment |
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