I am trying to run my spark job on Amazon EKS cluster. My spark job required some static data (reference data) at each data nodes/worker/executor and this reference data is available at S3.
Can somebody kindly help me to find out a clean and performant solution to mount S3 bucket on pods ?
S3 API is an option and I am using it for my input records and output results. But "Reference data" is static data so I dont want to download it in each run/execution of my spark job. In first run job will download the data and upcoming jobs will check if data is already available locally and there is no need to download it again.
Amazon S3 is designed for 99.999999999% (11 9s) of durability, and stores data for millions of applications for companies all around the world. This controller is a component of the AWS Controller for Kubernetes project.
Kubernetes assumes that pods can communicate with other pods, regardless of which host they land on. Kubernetes gives every pod its own cluster-private IP address, so you do not need to explicitly create links between pods or map container ports to host ports.
We recently opensourced a project that looks to automate this steps for you: https://github.com/IBM/dataset-lifecycle-framework
Basically you can create a dataset:
apiVersion: com.ie.ibm.hpsys/v1alpha1
kind: Dataset
metadata:
name: example-dataset
spec:
local:
type: "COS"
accessKeyID: "iQkv3FABR0eywcEeyJAQ"
secretAccessKey: "MIK3FPER+YQgb2ug26osxP/c8htr/05TVNJYuwmy"
endpoint: "http://192.168.39.245:31772"
bucket: "my-bucket-d4078283-dc35-4f12-a1a3-6f32571b0d62"
region: "" #it can be empty
And then you will get a pvc you can mount in your pods
in general, you just don't do that. You should instead interact directly with S3 API to retrieve/store what you need (probably via some tools like aws cli).
As you run in AWS, you can have IAM configured in a way that your nodes can access particular data authorized on "infrastructure" level, or you can provide S3 access tokens via secrets/confogmaps/env etc.
S3 is not a filesystem, so don't expect it to behave like one (even if there are FUSE clients that emulate FS for your needs, this is rarely the right solution)
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