Apache Spark Client Snap How-to - Run on K8s in a Pod

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Working with Charmed Kubernetes from within a pod

Setup

After installing Juju and Charmed Kubernetes (together with applying setup for the latter ), now we can look into how to launch Spark jobs from within a pod in Charmed Kubernetes.

First, we create a pod using Canonical’s Charmed Apache Spark container image.

Edit the pod manifest file (we’ll refer to it as shell-demo.yaml) by adding the following content:

apiVersion: v1
kind: Pod
metadata:
  name: shell-demo
  namespace: default
spec:
  containers:
  - name: spark-client
    image: ghcr.io/canonical/charmed-spark:3.4-22.04_stable
    command: ["/bin/pebble", "run", "--hold"]
  serviceAccountName: spark
  hostNetwork: true
  dnsPolicy: Default

The pod can be created with the following command:

kubectl apply -f shell-demo.yaml

We can log into the pod as below:

$ kubectl exec --stdin --tty shell-demo -- /bin/bash

Now let’s create the Kubernetes configuration on the pod, with contents from the original server’s .kube/config:

$ mkdir ~/.kube
$ cat > ~/.kube/config << EOF
<KUBECONFIG_CONTENTS_FROM_CHARMED_KUBERNETES>
EOF

Then we need to set up a service account for Spark job submission. Let’s create a user called spark in default namespace:

$ python3 -m spark8t.cli.service_account_registry create --username spark

Spark Job Submission To Kubernetes Cluster

There is a script called spark-submit packaged within the Charmed Apache Spark container image for Spark job submission. We can use the Spark Pi job example again, such as:

$ python3 -m spak8t.cli.spark_submit --username spark --class org.apache.spark.examples.SparkPi local:///opt/spark/examples/jars/spark-examples_2.12-3.3.2.jar 100

Or using the snap command (referring practically to the same thing):

$ spark-client.spark-submit --username spark --class org.apache.spark.examples.SparkPi local:///opt/spark/examples/jars/spark-examples_2.12-3.3.2.jar 100

Spark Shell

To invoke the Apache Spark shell, you can run the following command within the pod:

$ python3 -m spark8t.cli.spark_shell --username spark

Or

$ spark-client.spark-shell --username spark

PySpark Shell

To launch a pyspark shell, run the following command within the pod:

$ python3 -m spark8t.cli.pyspark --username spark

Or

$ spark-client.pyspark --username spark