From 0eb31a06d6f2b7583b6a9c646baeff58094f8d6c Mon Sep 17 00:00:00 2001 From: Jungtaek Lim Date: Wed, 21 Jul 2021 10:45:31 +0900 Subject: [PATCH] [SPARK-36172][SS] Document session window into Structured Streaming guide doc MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ### What changes were proposed in this pull request? This PR documents a new feature "native support of session window" into Structured Streaming guide doc. Screenshots are following: ![스크린샷 2021-07-20 오후 5 04 20](https://user-images.githubusercontent.com/1317309/126284848-526ec056-1028-4a70-a1f4-ae275d4b5437.png) ![스크린샷 2021-07-20 오후 3 34 38](https://user-images.githubusercontent.com/1317309/126276763-763cf841-aef7-412a-aa03-d93273f0c850.png) ### Why are the changes needed? This change is needed to explain a new feature to the end users. ### Does this PR introduce _any_ user-facing change? No. ### How was this patch tested? Documentation changes. Closes #33433 from HeartSaVioR/SPARK-36172. 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+
+ +{% highlight java %} +Dataset events = ... // streaming DataFrame of schema { timestamp: Timestamp, userId: String } + +// Group the data by session window and userId, and compute the count of each group +Dataset sessionizedCounts = events + .withWatermark("timestamp", "10 minutes") + .groupBy( + session_window(col("timestamp"), "5 minutes"), + col("userId")) + .count(); +{% endhighlight %} + +
+
+{% highlight python %} +events = ... # streaming DataFrame of schema { timestamp: Timestamp, userId: String } + +# Group the data by session window and userId, and compute the count of each group +sessionizedCounts = events \ + .withWatermark("timestamp", "10 minutes") \ + .groupBy( + session_window(events.timestamp, "5 minutes"), + events.userId) \ + .count() +{% endhighlight %} + +
+ + ##### Conditions for watermarking to clean aggregation state {:.no_toc}