In another post we are doing to explain how to use Kafka to retrieve streaming data and then write that to Spark Streaming. But first we explain how to get started with Apache Kafka.As every writer says when they first write about Kafka, Kafka was developed by LinkedIn.Having gotten that out of the way. Let’s now explain how to install Kafka, how to send messages to yourself using the command line shell, and then how to write a simple Python program to pull messages off the queue.First, you need to know two definitions. A Kafka program that writes messages to the message queue is called a Producer. A program that retrieves a message from the queue is called a Consumer.
wget https://www-eu.apache.org/dist/kafka/0.9.0.1/kafka_2.10-0.9.0.1.tgzAnd unzip it somewhere and then set $KAFKA_HOME.
First start Zookeeper and then start Kafka. Zookeeper is automatically installed when you install Kafka.$KAFKA_HOME/bin/zookeeper-server-start.sh $KAFKA_HOME/config/zookeeper.properties$KAFKA_HOME/bin/kafka-server-start.sh $KAFKA_HOME/config/server.properties
You can use these two commands to send messages to yourself. Run the producer in one terminal session and then run the consumer in another. Watch the consumer pop messages of the queue.$KAFKA_HOME/bin/kafka-console-producer.sh --broker-list localhost:9092 --topic HiMe$KAFKA_HOME/bin/kafka-console-consumer.sh --zookeeper localhost:2181 --topic HiMe --from-beginningNotice that we did not have to create the topic HiMe. Also notice that we used the default ports.
Install the Kafka client for Python:pip install kafka-pythonAdd that to your Python path:export PYTHONPATH=$SPARK_HOME/python/:$SPARK_HOME/python/lib/py4j-0.9-src.zipHere is a sample program. It will loop through messages that you have added to the HiMe topic. Use the console mentioned above to put messages there.import threadingfrom kafka import KafkaConsumerconsumer = KafkaConsumer(bootstrap_servers='localhost:9092',... auto_offset_reset='earliest')consumer.subscribe(['HiMe'])for message in consumer: print (message)...
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