[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 <[email protected]> Authored: Mon Mar 20 15:37:23 2017 +0100 Committer: Stephan Ewen <[email protected]> Committed: Mon Mar 20 15:39:35 2017 +0100 ---------------------------------------------------------------------- docs/dev/event_timestamps_watermarks.md | 48 ++ docs/fig/parallel_kafka_watermarks.svg | 689 +++++++++++++++++++++++++++ 2 files changed, 737 insertions(+) ---------------------------------------------------------------------- http://git-wip-us.apache.org/repos/asf/flink/blob/7e9557af/docs/dev/event_timestamps_watermarks.md ---------------------------------------------------------------------- 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 ---------------------------------------------------------------------- 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 +"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +KIND, either express or implied. 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