flink-user mailing list archives

Site index · List index
Message view « Date » · « Thread »
Top « Date » · « Thread »
From Aljoscha Krettek <aljos...@apache.org>
Subject Re: Windows, watermarks, and late data
Date Wed, 02 Mar 2016 10:02:56 GMT
Hi,
I did some initial work on extending the EventTimeTrigger a bit to allow more complex behavior.
Specifically, this allows setting an “allowed lateness” after which elements should no
longer lead to windows being emitted. Also, it allows to specify to keep an emitted window
in memory and when a late element arrives emit the whole window again.

The code I have is here: https://github.com/aljoscha/flink/blob/window-late/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/windowing/triggers/EventTimeTrigger.java

Kostas Kloudas worked on extending it, so maybe he could share his version of the trigger
as well.

Cheers,
Aljoscha
> On 01 Mar 2016, at 18:35, Michael Radford <mubber@gmail.com> wrote:
> 
> I'm evaluating Flink for a reporting application that will keep
> various aggregates updated in a database. It will be consuming from
> Kafka queues that are replicated from remote data centers, so in case
> there is a long outage in replication, I need to decide what to do
> about windowing and late data.
> 
> If I use Flink's built-in windows and watermarks, any late data will
> be come in 1-element windows, which could overwhelm the database if a
> large batch of late data comes in and they are each mapped to
> individual database updates.
> 
> As far as I can tell, I have two options:
> 
> 1. Ignore late data, by marking it as late in an
> AssignerWithPunctuatedWatermarks function, and then discarding it in a
> flatMap operator. In this scenario, I would rely on a batch process to
> fill in the missing data later, in the lambda architecture style.
> 
> 2. Implement my own watermark logic to allow full windows of late
> data. It seems like I could, for example, emit a "tick" message that
> is replicated to all partitions every n messages, and then a custom
> Trigger could decide when to purge each window based on the ticks and
> a timeout duration. The system would never emit a real Watermark.
> 
> My questions are:
> - Am I mistaken about either of these, or are there any other options
> I'm not seeing for avoiding 1-element windows?
> - For option 2, are there any problems with not emitting actual
> watermarks, as long as the windows are eventually purged by a trigger?
> 
> Thanks,
> Mike


Mime
View raw message