Resource Requirements
Below are the recommended CPU and Memory requirements for the individual pods. You can experiment with different values according to your cluster usage metrics and adjust accordingly. These values can be set under the resources section under each component in the values.yaml file
resources:
limits:
cpu: 2000m
memory: 2000Mi
requests:
cpu: 1000m
memory: 1000Mi
| Pod | CPU | Memory |
|---|---|---|
| backend | 1000m | 2000Mi |
| keycloak | 1000m | 2000Mi |
| web-client | minimal/default | minimal/default |
| event-ingestion | 500m | 1000Mi |
| nginx-reverse-proxy | minimal/default | minimal/default |
| model-service | 2000m | 4000Mi |
info
The resource requirements got the model-service pod will depend on the number of trainings and active models that are being run.
For example, each active model version will take around 800 MB of RAM.
The resource requirements for the event-ingestion will depend on the load the production assistant expects.
We recommend you to start with the default values and monitor the resource usage in your cluster.