New in Seldon Core 2.5.0
Seldon Core 2 can integrate with Azure Event Hub via Kafka protocol.
Warning: You need at least Standard
tier for your Event Hub Namespace as Basic
tier does not support Kafka protocol.
Warning: Seldon Core 2 creates 2 Kafka topics for each pipeline and model plus one global topic for errors. This means that total number of topics will be 2 x (#models + #pipelines) + 1
which will likely exceed the limit of Standard
tier in Azure Event Hub. You can find more information on quotas, like the number of partitions per Event Hub, here.
To start you will need to have an Azure Event Hub Namespace. You can create one following Azure quickstart docs. Note that you do not need to create an Event Hub (topics) as Seldon Core 2 will require all the topics it needs automatically.
To connect to Azure Event Hub provided Kafka API you need to obtain:
Kafka Endpoint
Connection String
You can obtain both using Azure Portal as documented here.
You should get the Connection String for a namespace level as we will need to dynamically create new topics.
The Connection String should be in format of
Seldon Core 2 expects password to be in form of K8s secret.
Configure Seldon Core 2 by setting following Helm values:
You may need to tweak replicationFactor
and numPartitions
to your cluster configuration. The username should read $ConnectionString
and this is not a variable for you to replace.
First check Azure Event Hub troubleshooting guide.
Set the kafka config map debug setting to all
. For Helm install you can set kafka.debug=all
.
Verify that you did not hit quotas for topics or partitions in your Event Hub namespace.