External Kafka cluster#
Hopsworks uses Apache Kafka to ingest data to the feature store. Streaming applications and external clients send data to the Kafka cluster for ingestion to the online and offline feature store. By default, Hopsworks comes with an embedded Kafka cluster managed by Hopsworks itself, however, users can configure Hopsworks to leverage an existing external cluster. This guide will cover how to configure an Hopsworks cluster to leverage an external Kafka cluster.
Configure the external Kafka cluster integration#
To enable the integration with an external Kafka cluster, you should set the
enable_bring_your_own_kafka configuration option to
true. This can also be achieved in the cluster definition by setting the following attribute:
Online Feature Store service configuration#
In addition to the configuration changes above, you should also configure the Online Feature Store service (OnlineFS in short) to connect to the external Kafka cluster. This can be achieved by provisioning the necessary credentials for OnlineFS to subscribe and consume messages from Kafka topics used by the Hopsworks feature store.
OnlineFs can be configured to use these credentials by adding the following configurations to the cluster definition used to deploy Hopsworks:
topic_list: "comma separated list of kafka topics to subscribe to"
In particular, the
onlinefs/config_dir should contain the credentials necessary for the Kafka consumers to authenticate. Additionally the directory should contain a file name
onlinefs-kafka.properties with the Kafka consumer configuration. The following is an example of the
sasl.jaas.config=org.apache.kafka.common.security.plain.PlainLoginModule required username="username" password="password";
Hopsworks will not provision topics
Please note that when using an external Kafka cluster, Hopsworks will not provision the topics for the different projects. Users are responsible for provisioning the necessary topics and configure the projects accordingly (see next section). Users should also specify the list of topics OnlineFS should subscribe to by providing the
onlinefs/kafka_consumers/topic_list option in the cluster definition.
As mentioned above, when configuring Hopsworks to use an external Kafka cluster, Hopsworks will not provision the topics for the different projects. Instead, when creating a project, users will be aksed to provide the topic name to use for the feature store operations.
Storage connector configuration#
Users should create a Kafka storage connector named
kafka_connector which is going to be used by the feature store clients to configure the necessary Kafka producers to send data. The configuration is done for each project to ensure its members have the necessary authentication/authorization. If the storage connector is not found in the project, default values referring to Hopsworks managed Kafka will be used.