We use analytics and cookies to understand site traffic. Information about your use of our site is shared with Google for that purpose. Learn more.
Hello World - R server
A simple web app created with R package, plumber.
plumber creates a REST API by adding annotations to your R code. The R script
reads an environment variable TARGET
and prints Hello ${TARGET}!
. If the
TARGET
environment variable is not specified, the script uses World
.
Follow the steps below to create the sample code and then deploy the app to your cluster. You can also download a working copy of the sample, by running the following commands:
git clone -b "{{< branch >}}" https://github.com/knative/docs knative-docs
cd knative-docs/docs/serving/samples/hello-world/helloworld-r
Before you begin
- A Kubernetes cluster with Knative installed. Follow the installation instructions if you need to create one.
- Docker installed and running on your local machine, and a Docker Hub account configured (we’ll use it for a container registry).
Recreating the sample code
-
Create a new file named
HelloWorld.R
and paste the following script:#' HelloWorld function #' @get / #' @html function() { TARGET <- Sys.getenv("TARGET", "World") message = paste("Hello ", TARGET, "!", sep = "") print(message) }
This file defines the endpoint
/
, using plumber annotations.-
Create a new file named
server.R
and paste the following code:library(plumber) # https://www.rplumber.io/ # Translate the HelloWorld file into a Plumber API r <- plumb("HelloWorld.R") # Get the PORT env var PORT <- strtoi(Sys.getenv("PORT", 8080)) # Run the API r$run(port=PORT, host="0.0.0.0")
-
Create a new file named
Dockerfile
and paste the following code:# The official R base image # https://hub.docker.com/_/r-base FROM r-base:3.6.0 # Copy local code to the container image. WORKDIR /usr/src/app COPY . . # Install R packages RUN Rscript -e "install.packages('plumber', repos='http://cran.us.r-project.org/')" # Run the web service on container startup. CMD ["Rscript", "server.R"]
-
-
Create a new file,
service.yaml
and copy the following service definition into the file. Make sure to replace{username}
with your Docker Hub username.apiVersion: serving.knative.dev/v1 kind: Service metadata: name: helloworld-rserver namespace: default spec: template: spec: containers: - image: docker.io/{username}/helloworld-rserver env: - name: TARGET value: "R Server Sample v1"
Building and deploying the sample
Once you have recreated the sample code files (or used the files in the sample folder) you’re ready to build and deploy the sample app.
-
Use Docker to build the sample code into a container. To build and push with Docker Hub, run these commands replacing
{username}
with your Docker Hub username:# Build the container on your local machine docker build -t {username}/helloworld-rserver . # Push the container to docker registry docker push {username}/helloworld-rserver
-
After the build has completed and the container is pushed to docker hub, you can deploy the app into your cluster. Ensure that the container image value in
service.yaml
matches the container you built in the previous step. Apply the configuration usingkubectl
:kubectl apply --filename service.yaml
-
Now that your service is created, Knative performs the following steps:
- Create a new immutable revision for this version of the app.
- Network programming to create a route, ingress, service, and load balance for your app.
- Automatically scale your pods up and down (including to zero active pods).
-
Run the following command to find the domain URL for your service:
kubectl get ksvc helloworld-r --output=custom-columns=NAME:.metadata.name,URL:.status.url
Example:
NAME URL helloworld-r http://helloworld-r.default.1.2.3.4.xip.io
-
Now you can make a request to your app and see the result. Replace the URL below with the URL returned in the previous command.
curl http://helloworld-rserver.default.1.2.3.4.xip.io
Example:
curl http://helloworld-rserver.default.1.2.3.4.xip.io [1] "Hello R Sample v1!"
Note: Add
-v
option to get more detail if thecurl
command failed.
Removing the sample app deployment
To remove the sample app from your cluster, delete the service record:
kubectl delete --filename service.yaml
Feedback
Was this page helpful?
Glad to hear it! Please tell us how we can improve.
Sorry to hear that. Please tell us how we can improve.