2023-02-07 12:19:01 +11:00

3.7 KiB

Vertical Pod Autoscaling

vertical auto scaling

We need a Kubernetes cluster

Lets create a Kubernetes cluster to play with using kind

kind create cluster --name vpa --image kindest/node:v1.19.1

Metric Server


  • For Cluster Autoscaler - On cloud-based clusters, Metric server may already be installed.
  • For HPA - We're using kind

Metric Server provides container resource metrics for use in autoscaling pipelines

Because I run K8s 1.19 in kind, the Metric Server version i need is 0.3.7
We will need to deploy Metric Server 0.3.7
I used components.yamlfrom the release page link above.

Important Note : For Demo clusters (like kind), you will need to disable TLS
You can disable TLS by adding the following to the metrics-server container args

For production, make sure you remove the following :

- --kubelet-insecure-tls
- --kubelet-preferred-address-types="InternalIP"

Deployment:

cd kubernetes\autoscaling
kubectl -n kube-system apply -f .\components\metric-server\metricserver-0.3.7.yaml

#test 
kubectl -n kube-system get pods

#note: wait for metrics to populate!
kubectl top nodes

VPA

VPA docs here
Let's install the VPA from a container that can access our cluster

cd kubernetes/autoscaling/vertical-pod-autoscaling
docker run -it --rm -v ${HOME}:/root/ -v ${PWD}:/work -w /work --net host debian:buster bash

# install git
apt-get update && apt-get install -y git curl nano

# install kubectl 
curl -LO https://storage.googleapis.com/kubernetes-release/release/`curl -s https://storage.googleapis.com/kubernetes-release/release/stable.txt`/bin/linux/amd64/kubectl
chmod +x ./kubectl
mv ./kubectl /usr/local/bin/kubectl


cd /tmp
git clone https://github.com/kubernetes/autoscaler.git
cd autoscaler/vertical-pod-autoscaler/

./hack/vpa-up.sh

# after few seconds, we can see the VPA components in:

kubectl -n kube-system get pods

Build and deploy example app

# build

cd kubernetes\autoscaling\components\application
docker build . -t aimvector/application-cpu:v1.0.0

# push
docker push aimvector/application-cpu:v1.0.0

# deploy 
kubectl apply -f deployment.yaml

# metrics
kubectl top pods

Generate some traffic

Let's deploy a simple traffic generator pod

cd kubernetes\autoscaling\components\application
kubectl apply -f .\traffic-generator.yaml

# get a terminal to the traffic-generator
kubectl exec -it traffic-generator sh

# install wrk
apk add --no-cache wrk

# simulate some load
wrk -c 5 -t 5 -d 99999 -H "Connection: Close" http://application-cpu

Deploy an example VPA


kubectl apply -f .\vertical-pod-autoscaling\vpa.yaml

kubectl describe vpa application-cpu

Deploy Goldilocks

cd /tmp
git clone https://github.com/FairwindsOps/goldilocks.git
cd goldilocks/hack/manifests/

kubectl create namespace goldilocks
kubectl -n goldilocks apply -f ./controller
kubectl -n goldilocks apply -f ./dashboard


kubectl label ns default goldilocks.fairwinds.com/enabled=true
kubectl label ns default goldilocks.fairwinds.com/vpa-update-mode="off"

kubectl -n goldilocks port-forward svc/goldilocks-dashboard 80