013 - Resolving Sparse Events Issue with System-Time Watermarks
The Sparse Events Issue
When using event time, time progresses only through the ingestion of new events. If the events are sparse, time will effectively stop until a newer event arrives. This causes high latency for time-sensitive operations such as window aggregation. In addition, Jet tracks event time for every source partition separately, and if just one partition has sparse events, time progress in the whole job is hindered.
When you use
withIngestionTime() on the pipeline, Jet won't extract
the timestamp from the event, but will set it according to the local
system time on the server. This way of assigning timestamps is inferior
because the event isn't associated with the time at which it occurred,
but at which Jet received it, causing inaccuracy in the calculations. A
specifically bad problem is that, if the job restarts due to a crash,
Jet must receive again some of the events it already received and
processed before the crash. These events will now get different
timestamps, affecting a different piece of the aggregation state.
On the other hand, this timestamping approach provides the best latency: the job will never wait for delayed items, there's no need to allow any event lag as with event-time processing.
We first implemented
policy emits a watermark that lags behind the system clock by a fixed
amount. This policy doesn't depend on the events processed, it
depends solely on the system clock. Currently, this policy is available
only in Core API.
Second, we made
StreamSourceStage.withIngestionTimestamps() use this
policy with zero lag. We can do this because the events are assigned
with system time and we're sure that there will never be an event with
an older timestamp.
Further work is to allow the use of real-time watermarks in Pipeline API even for event-time processing: this will solve the sparse events issue and will give fixed latency relative to the real time, but in case the job is down for more than the real time lag, some events will be dropped as late.