testFlask
Test Flask is a simple flask application to show some parts of the OpenShift Application Experience for a Python Application. It’s been broken down into a series of modules that cover likely Use Cases.
Modules
Module 1: testFlask - Main Application(This Page)
- s2i Build
- Git Webhooks
- Openshift Health Checks
- Horizontal Autoscaling
- Vertical Autoscaling
- User Workload Monitoring
- Serverless Example
- Async Python Example
Module 2: Custom s2i Images - Create Custom s2i Images for Python Applications
Module 3: testFlask-Jenkins - Create Same Application with a Jenkins Pipeline in OpenShift
Module 4: testFlask-Tekton - Create Same Application with a Tekton Pipeline in OpenShift
Module 5: testFlask-Oauth - Application authentication using OpenShift Oauth Proxy
Module 6: testflask-gitops - ArgoCD Application Continous Deployment
Module 7: testflask-helm-repo - Deploy the Same Application via Helm
Module 8: python-openshift-remote-debugging-vscode-example - Remote Debugging Application
Steps to Build and Run Application
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Source Environment Variables
eval "$(curl https://raw.githubusercontent.com/MoOyeg/testFlask/master/sample_env)"
- Create necessary projects
oc new-project $NAMESPACE_DEV
oc new-project $NAMESPACE_PROD
- This step is ONLY necessary if you are using a private repo
Create Secret in OpenShift for Private/Cluster, example is for github ssh keyoc create secret generic $REPO_SECRET_NAME --type=kubernetes.io/ssh-auth --from-file=ssh-privatekey=$SSHKEY_PATH -n $NAMESPACE_DEV
Link Secret with your Service Account,the default Service account for builds is usually builder so will link with builder
oc secrets link builder $REPO_SECRET_NAME -n $NAMESPACE_DEV
- Create a new Secret for our database(mysql) credentials
oc create secret generic my-secret --from-literal=MYSQL_USER=$MYSQL_USER --from-literal=MYSQL_PASSWORD=$MYSQL_PASSWORD -n $NAMESPACE_DEV
- Create a new mysql instance(Application will use sqlite if no mysql detail is provided).Please see Openshift Builds and Openshift S2i to understand more.
oc new-app $MYSQL_HOST --env=MYSQL_DATABASE=$MYSQL_DATABASE -l db=mysql -l app=testflask -n $NAMESPACE_DEV
- The mysql app above will fail because we have not provided the MYSQL user and password,we can provide our previously created database secret to the mysql deployment.
oc set env deploy/$MYSQL_HOST --from=secret/my-secret -n $NAMESPACE_DEV
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Create our application on openshift. We have options to build our application image using s2i or Dockerfile. There are other methods not discussed here.
- Example of creating application from a Private Repo with Source Secret(s2i Building)
oc new-app python:3.8~git@github.com:MoOyeg/testFlask.git --name=$APP_NAME --source-secret$REPO_SECRET_NAME -l app=testflask --strategy=source --env=APP_CONFIG=./gunicorn/gunicorn.conf.py --env=APP_MODULE=runapp:app --env=MYSQL_HOST=$MYSQL_HOST --env=MYSQL_DATABASE=$MYSQL_DATABASE -n $NAMESPACE_DEV
- Example of creating application from Public Repo without Source Secret(s2i Building)
oc new-app python:3.8~https://github.com/MoOyeg/testFlask.git --name=$APP_NAME -l app=testflask --strategy=source --env=APP_CONFIG=./gunicorn/gunicorn.conf.py --env=APP_MODULE=runapp:app --env=MYSQL_HOST=$MYSQL_HOST --env=MYSQL_DATABASE=$MYSQL_DATABASE -n $NAMESPACE_DEV
- Example of creating application from Public Repo using the Dockerfile to build(Docker Strategy)
oc tag --source=docker registry.redhat.io/ubi8/ubi:latest ubi8:latest -n openshift
oc new-app https://github.com/MoOyeg/testFlask.git --name=$APP_NAME -l app=testflask --env=MYSQL_HOST=$MYSQL_HOST --env=MYSQL_DATABASE=$MYSQL_DATABASE -n $NAMESPACE_DEV --strategy=docker
- Example of creating application from a Private Repo with Source Secret(s2i Building)
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Externalizing Application configuration from application code is good practise. We will patch environment Details with Configuration information from Configmap and DownWardAPI.We externalize configration in configmap to allow changes without updating code. We are using the DownWardAPI patch to provide platform details to our application.
- Store Gunicorn Configuration in configmap
oc create configmap testflask-gunicorn-config --from-file=./gunicorn/gunicorn.conf.py -n $NAMESPACE_DEV
- Provide Gunicorn Configuration to our Application as a volume and overwrite exisitng file.
oc set volume deploy/testflask --add --configmap-name testflask-gunicorn-config --mount-path /app/gunicorn --type configmap -n $NAMESPACE_DEV
- Provide Platform Information to Application via a patch and request to Kubernetes API.
oc patch deploy/$APP_NAME --patch "$(curl https://raw.githubusercontent.com/MoOyeg/testFlask/master/patch-env.json | envsubst)" -n $NAMESPACE_DEV
- Store Gunicorn Configuration in configmap
- Expose the service to the outside world with an OpenShift route
oc expose svc/$APP_NAME --port 8080 -n $NAMESPACE_DEV
- We can provide our previously created database secret to your app deployment, so ythe app can move to using our provisioned mysql rather than in-mem sqlite.
oc set env deploy/$APP_NAME --from=secret/my-secret -n $NAMESPACE_DEV
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You should be able to log into the OpenShift console now to get a better look at the application, all the commands above can be run in the console, to get more info about the developer console please visit Openshift Developer Console.
- To make the seperate deployments appear as one app in the Developer Console, you can label them. This step does not change app behaviour or performance is a visual aid and would not be required if app was created from developer console.
oc label deploy/$APP_NAME app.kubernetes.io/part-of=$APP_NAME -n $NAMESPACE_DEV
oc label deploy/$MYSQL_HOST app.kubernetes.io/part-of=$APP_NAME -n $NAMESPACE_DEV
oc annotate deploy/$APP_NAME app.openshift.io/connects-to=$MYSQL_HOST -n $NAMESPACE_DEV
Webhooks
- You can attach a WebHook to your application , so when there is an application code change the application is automatically rebuilt in openshift.You can see steps to this via the developer console .OpenShift will create the html link and secret for you which you can configure in github/gitlab other generic VCS. See more here Openshift Triggers and see github webhooks.
- To get the Webhook Link from the CLI
oc describe bc/$APP_NAME -n $NAMESPACE_DEV | grep -i -A1 "webhook generic"
- To get the Webhook Secret from the CLI
oc get bc/$APP_NAME -n $NAMESPACE_DEV -o jsonpath='{.spec.triggers[*].github.secret}'
- Content Type is application/json and disable ssl verification if your cluster does not have a trusted cert.
- To get the Webhook Link from the CLI
Health Checks
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It is important to be able to provide the status of your application to the Kubernetes platform. It allows the platform take corrective action to application instances that are not ready or available to recieve traffic .This can be done with a liveliness, health and startup probes. please see Health Checks. This application has sample /health and /ready uri that provide responses about the status of the application.
- Create a readiness probe for our application
oc set probe deploy/$APP_NAME --readiness --get-url=http://:8080/ready --initial-delay-seconds=10 -n $NAMESPACE_DEV
- Create a liveliness probe for our application
oc set probe deploy/$APP_NAME --liveness --get-url=http://:8080/health --timeout-seconds=30 --failure-threshold=3 --period-seconds=10 -n $NAMESPACE_DEV
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We can test OpenShift Readiness by opening the application page and setting the application ready to down, after a while the application endpoint will be removed from the list of endpoints that recieve traffic for the service,you can confirm by.
- Application will no longer have endpoints, meaning no traffic will be recieved.
oc get ep/$APP_NAME -n $NAMESPACE_DEV
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Since the readiness removes the pod endpoint from the service we will not be able to access the app page anymore.We will need to log into the pod to enable the readiness back.
POD_NAME=$(oc get pods -l deployment=$APP_NAME -n $NAMESPACE_DEV -o name | head -n 1)
- Exec the Pod and curl the pod API to start the pod readiness
oc exec $POD_NAME curl http://localhost:8080/ready_down?status=up
- Application will no longer have endpoints, meaning no traffic will be recieved.
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We can test OpenShift Liveliness also, when a pod fails it’s liveliness check, it is restarted based on the parameters used in the liveliness check, see liveliness probe command above.
- Set the Pod’s liveliness to down
POD_NAME=$(oc get pods -l deploymentconfig=$APP_NAME -n $NAMESPACE_DEV -o name | head -n 1)``` ```oc exec $POD_NAME curl http://localhost:8080/health_down?status=down
- Set the Pod’s liveliness to down
- Create a readiness probe for our application
Horizontal AutoScaling with CPU/Memory
Let’s horizonatally autoscale based on Pod CPU Metrics.
- Set Limits and Requests for HPA Object to use
oc set resources deploy/$APP_NAME --requests=cpu=10m,memory=80Mi --limits=cpu=20m,memory=120Mi -n $NAMESPACE_DEV
- Confirm PodMetrics are available for pod before continuing
POD_NAME=$(oc get pods -l deploymentconfig=$APP_NAME -n $NAMESPACE_DEV -o name | head -n 1)
oc describe PodMetrics $POD_NAME -n $NAMESPACE_DEV
- Create Horizontal Pod Autoscaler with 50% Average CPU
oc autoscale deploy/$APP_NAME --max=3 --cpu-percent=50 -n $NAMESPACE_DEV
- Send Traffic to Pod to Increase CPU usage and force scaling.
ROUTE_URL=$(oc get route $APP_NAME -n $NAMESPACE_DEV -o jsonpath='{ .spec.host }')
export counter=0 && while :;do curl -X POST "$ROUTE_URL/insert?key=$counter&value=$counter" && eval counter=$(($counter+1));done
Vertical Pod Autoscaler
Let’s vertically autoscale based on Pod CPU Metrics.
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Make sure the VPA Operator is installed. Please see VPA Operator
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Might be necessary to give Service Account Permission on Namespace
oc adm policy add-cluster-role-to-user edit system:serviceaccount:openshift-vertical-pod-autoscaler:vpa-recommender -n $NAMESPACE_DEV
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Create VPA CR for deployment
echo """ apiVersion: autoscaling.k8s.io/v1 kind: VerticalPodAutoscaler metadata: name: vpa-recommender spec: targetRef: apiVersion: "apps.openshift.io/v1" kind: Deployment name: $APP_NAME updatePolicy: updateMode: "Auto" """ | oc create -f - -n $NAMESPACE_DEV
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VPA will automatically try to apply changes if it differs significantly from configured resource but we can see VPA recommendation for DeploymentConfig.
oc get vpa vpa-recommender -n $NAMESPACE_DEV -o json | jq '.status.recommendation'
Monitoring and AutoScaling Application Metrics
Openshift also provides a way for you to use Openshift’s platform monitoring to monitor your application metrics and provide alerts on those metrics.Note, this functionality is still in Tech Preview.This only works for applications that expose a /metrics endpoint that can be scraped which this application does. Please visit Monitoring Your Applications and you can see an example of how to do that here, before running any of the below steps please enable monitoring using info from the links above.
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Create a servicemonitor using below code (Please enable cluster monitoring with info from above first), servicemonitor label must match label specified from the deployment above.
cat << EOF | oc create -f - apiVersion: monitoring.coreos.com/v1 kind: ServiceMonitor metadata: labels: k8s-app: prometheus-testflask-monitor name: prometheus-testflask-monitor namespace: $NAMESPACE_DEV spec: endpoints: - interval: 30s targetPort: 8080 scheme: http selector: matchLabels: app: $APP_NAME EOF
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After the servicemonitor is created we can confirm by looking up the application metrics under monitoring–>metrics, one of the metrics exposed is Available_Keys(Type Available_Keys in query and run) so as more keys are added on the application webpage we should see this metric increase.
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We can also create alerts based on Application Metrics using the Openshift’s Platform AlertManager via Prometheus,Openshift Alerting.We need to create an Alerting Rule to recieve Alerts.
cat << EOF | oc create -f - apiVersion: monitoring.coreos.com/v1 kind: PrometheusRule metadata: name: testflask-alert namespace: $NAMESPACE_DEV spec: groups: - name: $APP_NAME rules: - alert: DB_Alert expr: Available_Keys{job="testflask"} > 4 EOF
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The above alert should only fire when we have more than 4 keys in the application, go to the application webpage and add more than 4 keys to the DB, we should get an alert when we go to Monitoring-Alerts-AlertManager UI(Top of Page).
OpenShift Serverless
Openshift provides serverless functionality via the Openshift serverless operator, Follow steps in documenation to create serveless installation**
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Create a sample serverless application below and run application.
cat << EOF | oc create -f - apiVersion: serving.knative.dev/v1 kind: Service metadata: name: testflask-serverless namespace: $NAMESPACE_DEV spec: template: spec: containers: - image: image-registry.openshift-image-registry.svc:5000/${NAMESPACE_DEV}/${APP_NAME}:latest env: - name: APP_CONFIG value: "gunicorn.conf.py" - name: APP_MODULE value: "runapp:app" - name: MYSQL_HOST value: $MYSQL_HOST - name: MYSQL_DATABASE value: $MYSQL_DATABASE EOF
ASGI/Quart/Uvicorn
Build and Alternate version of the testflask application using ASGI and Uvicorn**
- Build custom builder image of uvicorn(Sample provided)
oc new-build https://github.com/MoOyeg/s2i-python-custom.git --name=s2i-ubi8-uvicorn --context-dir=s2i-ubi8-uvicorn -n $NAMESPACE_DEV
- Build Application Image using previous image with custom gunicorn worker
oc new-app s2i-ubi8-uvicorn~https://github.com/MoOyeg/testFlask.git#quart --name=testquart -l app=testquart --strategy=source --env=APP_CONFIG=gunicorn-uvi.conf --env=APP_MODULE=testapp:app --env CUSTOM_WORKER="true" -n $NAMESPACE_DEV