I need to compare the previous session to averages from different sessions for the same user. I'm using MapState to keep the previous session, but somehow the mapstate never contains any previous keys, so every session is new. here's my code:
SessionIdentificationProcessFunction (this is a function that gather all the events that belongs to the same session.
static SingleOutputStreamOperator<SessionEvent> sessionUser(KeyedStream<Event, String> stream) {
return stream.window(EventTimeSessionWindows.withGap(Time.minutes(PropertyFileReader.getGAP_SECTION())))
.allowedLateness(Time.minutes(PropertyFileReader.getLATENCY_ALLOWED()))
.process(new SessionIdentificationProcessFunction<Event, SessionEvent, String, TimeWindow>() {
@Override
public void open(Configuration parameters) {
/*state configured to live just one day to avoid garbage accumulation*/
StateTtlConfig ttlConfig = StateTtlConfig
.newBuilder(org.apache.flink.api.common.time.Time.days(1))
.cleanupFullSnapshot()
.build();
MapStateDescriptor<String, SessionEvent> map_descriptor = new MapStateDescriptor<>("prevMapUserSession", String.class, SessionEvent.class);
map_descriptor.enableTimeToLive(ttlConfig);
previous_user_sessions_state = getRuntimeContext().getMapState(map_descriptor);
}
@Override
public SessionEvent generateSessionRecord(String s, Context context, Iterable<Event> elements) {
Comparator<Event> sortFunc = (o1, o2) -> ((o1.timestamp.before(o2.timestamp)) ? 0 : 1);
Event start = StreamSupport.stream(elements.spliterator(), false).max(sortFunc).orElse(new Event());
Event end = StreamSupport.stream(elements.spliterator(), false).max(sortFunc).orElse(new Event());
SessionEvent session_user = (end.timestamp.equals(Timestamp.from(Instant.EPOCH))) ? new SessionEvent(start) : new SessionEvent(end);
session_user.sessionEvents = StreamSupport.stream(elements.spliterator(), false).count();
session_user.sessionDuration = sd;
try {
if (previous_user_sessions_state.contains(s)) {
SessionEvent previous = previous_user_sessions_state.get(s);
/*Update values of the session with the values of the previous which never exist and delete the previous session in the map to create a new entry with the new values updated*/
previous_user_sessions_state.remove(s);
} else {
/*always get here and create a new session*/
}
previous_user_sessions_state.put(s, session_user);
} catch (Exception e) {
e.printStackTrace();
}
return session_user;
}
})
.name("User Sessions");
}