| # |
| # 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. |
| # |
| |
| from py4j.protocol import Py4JJavaError |
| |
| from pyspark.storagelevel import StorageLevel |
| from pyspark.serializers import UTF8Deserializer |
| from pyspark.streaming import DStream |
| |
| __all__ = ['MQTTUtils'] |
| |
| |
| class MQTTUtils(object): |
| |
| @staticmethod |
| def createStream(ssc, brokerUrl, topic, |
| storageLevel=StorageLevel.MEMORY_AND_DISK_SER_2): |
| """ |
| Create an input stream that pulls messages from a Mqtt Broker. |
| |
| :param ssc: StreamingContext object |
| :param brokerUrl: Url of remote mqtt publisher |
| :param topic: topic name to subscribe to |
| :param storageLevel: RDD storage level. |
| :return: A DStream object |
| """ |
| jlevel = ssc._sc._getJavaStorageLevel(storageLevel) |
| |
| try: |
| helperClass = ssc._jvm.java.lang.Thread.currentThread().getContextClassLoader() \ |
| .loadClass("org.apache.spark.streaming.mqtt.MQTTUtilsPythonHelper") |
| helper = helperClass.newInstance() |
| jstream = helper.createStream(ssc._jssc, brokerUrl, topic, jlevel) |
| except Py4JJavaError as e: |
| if 'ClassNotFoundException' in str(e.java_exception): |
| MQTTUtils._printErrorMsg(ssc.sparkContext) |
| raise e |
| |
| return DStream(jstream, ssc, UTF8Deserializer()) |
| |
| @staticmethod |
| def _printErrorMsg(sc): |
| print(""" |
| ________________________________________________________________________________________________ |
| |
| Spark Streaming's MQTT libraries not found in class path. Try one of the following. |
| |
| 1. Include the MQTT library and its dependencies with in the |
| spark-submit command as |
| |
| $ bin/spark-submit --packages org.apache.spark:spark-streaming-mqtt:%s ... |
| |
| 2. Download the JAR of the artifact from Maven Central http://search.maven.org/, |
| Group Id = org.apache.spark, Artifact Id = spark-streaming-mqtt-assembly, Version = %s. |
| Then, include the jar in the spark-submit command as |
| |
| $ bin/spark-submit --jars <spark-streaming-mqtt-assembly.jar> ... |
| ________________________________________________________________________________________________ |
| """ % (sc.version, sc.version)) |