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https://issues.apache.org/jira/browse/FLINK-4303?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16505601#comment-16505601
]
ASF GitHub Bot commented on FLINK-4303:
---------------------------------------
Github user medcv commented on a diff in the pull request:
https://github.com/apache/flink/pull/6136#discussion_r193934789
--- Diff:
flink-examples/flink-examples-cep/src/main/scala/org/apache/flink/cep/examples/scala/monitoring/TemperatureMonitoring.scala
---
@@ -0,0 +1,107 @@
+/*
+ * 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.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.cep.examples.scala.monitoring
+
+import
org.apache.flink.cep.examples.scala.monitoring.events.{MonitoringEvent,
TemperatureAlert, TemperatureEvent, TemperatureWarning}
+import
org.apache.flink.cep.examples.scala.monitoring.sources.MonitoringEventSource
+import org.apache.flink.cep.scala.CEP
+import org.apache.flink.cep.scala.pattern.Pattern
+import org.apache.flink.streaming.api.TimeCharacteristic
+import org.apache.flink.streaming.api.functions.IngestionTimeExtractor
+import org.apache.flink.streaming.api.scala.{DataStream,
StreamExecutionEnvironment, createTypeInformation}
+import org.apache.flink.streaming.api.windowing.time.Time
+
+/**
+ * CEP example monitoring program.
+ * This example program generates a stream of monitoring events which are
analyzed using
+ * Flink's CEP library. The input event stream consists of temperature
and power events
+ * from a set of racks. The goal is to detect when a rack is about to
overheat.
+ * In order to do that, we create a CEP pattern which generates a
TemperatureWarning
+ * whenever it sees two consecutive temperature events in a given time
interval whose temperatures
+ * are higher than a given threshold value. A warning itself is not
critical but if we see
+ * two warning for the same rack whose temperatures are rising, we want
to generate an alert.
+ * This is achieved by defining another CEP pattern which analyzes the
stream of generated
+ * temperature warnings.
+ */
+object TemperatureMonitoring {
+
+ private val TEMPERATURE_THRESHOLD = 100
+
+ def main(args: Array[String]) {
+ println("Executing temperature monitoring Scala example.")
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+
+ // Use ingestion time => TimeCharacteristic == EventTime +
IngestionTimeExtractor
+ env.setStreamTimeCharacteristic(TimeCharacteristic.EventTime)
+
+ // Input stream of monitoring events
+ val inputEventStream = env.addSource(new MonitoringEventSource())
+ .assignTimestampsAndWatermarks(new
IngestionTimeExtractor[MonitoringEvent])
+
+ // Warning pattern: Two consecutive temperature events whose
temperature is higher
+ // than the given threshold appearing within a time interval of 10
seconds
+ val warningPattern = Pattern
+ .begin[MonitoringEvent]("first")
+ .subtype(classOf[TemperatureEvent])
+ .where(_.temperature > TEMPERATURE_THRESHOLD)
+ .next("second")
+ .subtype(classOf[TemperatureEvent])
+ .where(_.temperature > TEMPERATURE_THRESHOLD)
+ .within(Time.seconds(10))
+
+ // Create a pattern stream from our warning pattern
+ val tempPatternStream = CEP.pattern(inputEventStream.keyBy(_.rackID),
warningPattern)
+
+ // Generate temperature warnings for each matched warning pattern
+ val warnings: DataStream[TemperatureWarning] =
tempPatternStream.select( pattern => {
+ val first = pattern("first").head.asInstanceOf[TemperatureEvent]
+ val second = pattern("second").head.asInstanceOf[TemperatureEvent]
+ new TemperatureWarning(first.rackID, (first.temperature +
second.temperature) / 2)
+ }
+ )
+
+ // Alert pattern: Two consecutive temperature warnings
+ // appearing within a time interval of 20 seconds
+ val alertPattern = Pattern
+ .begin[TemperatureWarning]("first")
+ .next("second")
+ .within(Time.seconds(20))
+
+ // Create a pattern stream from our alert pattern
+ val alertPatternStream = CEP.pattern(warnings.keyBy(_.rackID),
alertPattern)
+
+ // Generate a temperature alert iff the second temperature warning's
average temperature
--- End diff --
type `iff`
> Add CEP examples
> ----------------
>
> Key: FLINK-4303
> URL: https://issues.apache.org/jira/browse/FLINK-4303
> Project: Flink
> Issue Type: Improvement
> Components: CEP
> Affects Versions: 1.1.0
> Reporter: Timo Walther
> Assignee: blues zheng
> Priority: Major
>
> Neither CEP Java nor CEP Scala contain a runnable example. The example on the
> website is also not runnable without adding some additional code.
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