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Posted to commits@flink.apache.org by se...@apache.org on 2017/03/20 15:54:44 UTC
[2/2] flink git commit: [docs] Document per-Kafka-partition watermarks
[docs] Document per-Kafka-partition watermarks
Project: http://git-wip-us.apache.org/repos/asf/flink/repo
Commit: http://git-wip-us.apache.org/repos/asf/flink/commit/7e9557af
Tree: http://git-wip-us.apache.org/repos/asf/flink/tree/7e9557af
Diff: http://git-wip-us.apache.org/repos/asf/flink/diff/7e9557af
Branch: refs/heads/master
Commit: 7e9557afe3da1ff984e12014b07683d82f70de9b
Parents: 7ccf4c4
Author: Stephan Ewen <se...@apache.org>
Authored: Mon Mar 20 15:37:23 2017 +0100
Committer: Stephan Ewen <se...@apache.org>
Committed: Mon Mar 20 15:39:35 2017 +0100
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docs/dev/event_timestamps_watermarks.md | 48 ++
docs/fig/parallel_kafka_watermarks.svg | 689 +++++++++++++++++++++++++++
2 files changed, 737 insertions(+)
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http://git-wip-us.apache.org/repos/asf/flink/blob/7e9557af/docs/dev/event_timestamps_watermarks.md
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diff --git a/docs/dev/event_timestamps_watermarks.md b/docs/dev/event_timestamps_watermarks.md
index 0b8daf8..f58f705 100644
--- a/docs/dev/event_timestamps_watermarks.md
+++ b/docs/dev/event_timestamps_watermarks.md
@@ -324,3 +324,51 @@ class PunctuatedAssigner extends AssignerWithPunctuatedWatermarks[MyEvent] {
*Note:* It is possible to generate a watermark on every single event. However, because each watermark causes some
computation downstream, an excessive number of watermarks degrades performance.
+
+
+## Timestamps per Kafka Partition
+
+When using [Apache Kafka](connectors/kafka.html) as a data source, each Kafka partition may have a simple event time pattern (ascending
+timestamps or bounded out-of-orderness). However, when consuming streams from Kafka, multiple partitions often get consumed in parallel,
+interleaving the events from the partitions and destroying the per-partition patterns (this is inherent in how Kafka's consumer clients work).
+
+In that case, you can use Flink's Kafka-partition-aware watermark generation. Using that feature, watermarks are generated inside the
+Kafka consumer, per Kafka partition, and the per-partition watermarks are merged in the same way as watermarks are merged on stream shuffles.
+
+For example, if event timestamps are strictly ascending per Kafka partition, generating per-partition watermarks with the
+[ascending timestamps watermark generator](event_timestamp_extractors.html#assigners-with-ascending-timestamps) will result in perfect overall watermarks.
+
+The illustrations below show how to use ther per-Kafka-partition watermark generation, and how watermarks propagate through the
+streaming dataflow in that case.
+
+
+<div class="codetabs" markdown="1">
+<div data-lang="java" markdown="1">
+{% highlight java %}
+FlinkKafkaConsumer09<MyType> kafkaSource = new FlinkKafkaConsumer09<>("myTopic", schema, props);
+kafkaSource.assignTimestampsAndWatermarks(new AscendingTimestampExtractor<MyType>() {
+
+ @Override
+ public long extractAscendingTimestamp(MyType element) {
+ return element.eventTimestamp();
+ }
+});
+
+DataStream<MyType> stream = env.addSource(kafkaSource);
+{% endhighlight %}
+</div>
+<div data-lang="scala" markdown="1">
+{% highlight scala %}
+val kafkaSource = new FlinkKafkaConsumer09[MyType]("myTopic", schema, props)
+kafkaSource.assignTimestampsAndWatermarks(new AscendingTimestampExtractor[MyType] {
+ def extractAscendingTimestamp(element: MyType): Long = element.eventTimestamp
+})
+
+val stream: DataStream[MyType] = env.addSource(kafkaSource)
+{% endhighlight %}
+</div>
+</div>
+
+<img src="{{ site.baseurl }}/fig/parallel_kafka_watermarks.svg" alt="Generating Watermarks with awareness for Kafka-partitions" class="center" width="80%" />
+
+
http://git-wip-us.apache.org/repos/asf/flink/blob/7e9557af/docs/fig/parallel_kafka_watermarks.svg
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diff --git a/docs/fig/parallel_kafka_watermarks.svg b/docs/fig/parallel_kafka_watermarks.svg
new file mode 100644
index 0000000..7600cdf
--- /dev/null
+++ b/docs/fig/parallel_kafka_watermarks.svg
@@ -0,0 +1,689 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements. See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership. The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
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+KIND, either express or implied. See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
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