Apache Beam Session 跨 PCollection 开窗和连接

Question

we have two Streams S1 and S2 of events that have the same keys (userId). Is it possible to apply a session Window across both collections so that an occurrence of Key X in either stream would contribute to the session? Would this create Windows across PCollections that would let us join these afterwards?

For Context:

• We are using the DataFlowRunner
• both S1 and S2 are unbounded collections from PubSubIO

Many Thanks!

Answer 1

This is correct - you can do this because windows come into play when you perform grouping operations. This means that you can do something simple like this:

p = beam.Pipeline(...)

# Assume that timestamp information is already in the streams
first_stream = p | ReadMyFirstStream() | beam.WindowInto(window.Sessions(...))
second_stream = p | ReadMySecondStream() | beam.WindowInto(window.Sessions(...))

joined_streams = (
    {'first': first_stream,
     'second': second_stream}
    | beam.CoGroupByKey())

The joined streams PCollection will generate windows where elements from both streams are grouped together.

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This will work in Java as well. I answered using Python for the sake of simplicity. Let me know if you'd prefer Java code.