Replying to myself: The graphs don't come out of the box, I need to install 
Heapster with an InfluxDB backend and a Grafana UI. 

This is described in this document: 
https://github.com/kubernetes/heapster/blob/master/docs/influxdb.md

For my hand-made installation also this document describing how to set up 
Heapster was useful: 
https://github.com/kubernetes/heapster/blob/master/docs/source-configuration.md

Currently the heapster image specified in 
deploy/kube-config/influxdb/heapster-deployment.yaml is wrong:

 
s|gcr.io/google_containers/heapster-amd64:v1.3.0-beta.1|gcr.io/google_containers/heapster-amd64:v1.3.0-beta.2|

Also I needed to edit deploy/kube-config/influxdb/grafana-service.yaml and 
activate "type: NodePort" since I don't use a real load balancer. 

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