Hi Max, The ingestion is covering EOD processing from a Kafka source, so we get a lot of data from 5pm-8pm and outside of that time we get no data. The checkpoint is just storing the Kafka offset for restart.
Sounds like during the period of no data there could be an open buffer. I would have thought that would be cleared soon after data starts flowing again though and wouldn't lead to an increase in checkpoint size over a number of days. Unless we are missing something in BEAM and aren't actually triggering a new start bundle at any point, which is why the buffer continues to grow and is never flushed? I am going to try to recreate on a very simple test pipeline. For reference, we are using Flink 1.8.0 and Apache BEAM 2.16 at the moment. Many thanks, Steve Stephen Hesketh | Client Analytics Technology S +44 (0)7968 039848 + [email protected] 250 Bishopsgate | London | EC2M 4AA The information classification of this email is Confidential unless otherwise stated. -----Original Message----- From: Maximilian Michels [mailto:[email protected]] Sent: 22 April 2020 20:38 To: [email protected]; Hesketh, Stephen (Technology, NatWest Markets) Subject: Re: Apache beam job on Flink checkpoint size growing over time ********************************************* "This is an external email. Do you know who has sent it? Can you be sure that any links and attachments contained within it are safe? If in any doubt, use the Phishing Reporter Button in your Outlook client or forward the email as an attachment to ~ I've Been Phished" ********************************************* Hi Steve, The Flink Runner buffers data as part of the checkpoint. This was originally due to a limitation of Flink where we weren't able to end the bundle before we persisted the state for a checkpoint. This is due to how checkpoint barriers are emitted, I spare you the details*. Does the data ingestion completely stop at one point? I'm asking because the buffer is only flushed when a new bundle is started. So you might be persisting data which could have already been flushed out. Cheers, Max *Since Flink version 1.7 it is actually possible to flush all bundle data before we send checkpoint barriers out but that may also affect checkpoint barrier alignment and thus we opted for keeping the buffering on checkpoints. On 22.04.20 18:02, [email protected] wrote: > One of our *Apache beam* job running through > the *FlinkRunner* is *experiencing an odd behaviour with checkpoint > size*. The state backend is File based. The job receives traffic once a > day for a period of an hour and then is idle until it receives more data. > > > > The checkpoint slowly increments in size as we process more data. > However, the size of the checkpoint does not decrease significantly once > data has stopped being consumed for that day. > > We thought it could potentially be a bottle neck with the Database sink > however the same behaviour is present if we remove the sink and simply > dump the data. > > The behaviour seems to resemble a stepped graph e.g. > > · checkpoint = *120KB* (starting size checkpoint) > > · checkpoint = *409MB* (starts receiving data) > > · checkpoint = *850MB* (processing the backlog data) > > · checkpoint = *503MB* (finished processing data) > > · checkpoint = *1.2GB* (begins processing new data and backlog) > > · checkpoint = *700MB* (finished processing data) > > · checkpoint = *700MB* (new starting size for checkpoint) > > · ... > > > > Has anyone see this behaviour before? is this a known issue with Flink > checkpointing using Apache beam? > > Thanks, > > Steve > > > > > > *Stephen Hesketh | Client Analytics Technology* > > The information classification of this email is Confidential unless > otherwise stated. > > > > > This communication and any attachments are confidential and intended > solely for the addressee. 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