An example of read module for Fybrik.
In this repository we show how to create a read module for Fybrik. We tested the read module with a python application that launches a web server to respond to GET requests of datasets.
- Kubernetes cluster 1.10+
- Helm 3.0.0+
- Install Fybrik using the Quick Start guide.
- Docker repository (such as ghcr.io).
Create a file to implement your usage of the read module. An example can be found in hello-world-read-module.py where you can find a python code that runs a simple web server and responds to GET requests of datasets.
In Makefile:
- Create a registry for helm chart and docker image. Then change the fields
DOCKER_USERNAME,DOCKER_PASSWORD,DOCKER_HOSTNAME,DOCKER_NAMESPACE,DOCKER_TAGNAME,DOCKER_IMG_NAME, andDOCKER_CHART_IMG_NAMEto your own preferences. An example can be found inMakefile. - One possible option is to create public registries in github. Then create a Personal Access Token. In this case the field
DOCKER_USERNAMEwill be your github username andDOCKER_PASSWORDis the Personal Access Token. Note that you need to change the visibility of the packages to public.
Create a Dockerfile to run your code that you created in a previous step. Then, run the following command to build a docker image from the Dockerfile.
make docker-buildRun the following command to login to the registry meant to store the docker image and to push the image to the registry.
make docker-pushThis helm chart defines a common structure to deploy a Kubernetes pod for an Fybrik module. In the helm chart a service, a serviceaccount, and a deployment are defined.
- The helm chart defines some Kubernetes resources depending on the values in
values.yaml. - Modify repository in
values.yamlto your Docker image registry. - At runtime, the
fybrik-managerwill pass in the values (like data location, format, and credentials) to the module so you can leave them blank in your final chart.
Run the following command to login to the registry meant to store the helm chart.
make helm-loginRun the following command to create a helm chart from the helm directory hello-world-read-module.
make helm-verifyRun the following command to login to your registry that intended to store the helm chart and to push the chart to the registry. Then, uninstall the helm chart.
make helm-chart-push-
In your module yaml spec (
hello-world-read-module.yaml):- Change
spec.chart.nameto your chart registry. - Define
flowsandcapabilitiesfor your module, an example can be found inhello-world-read-module.yaml.
- Change
-
Deploy
FybrikModuleinfybrik-systemnamespace:
kubectl create -f hello-world-read-module.yaml -n fybrik-system- Check if
FybrikApplicationsuccessfully deployed:
kubectl get fybrikmodule hello-world-read-module -n fybrik-system
kubectl describe fybrikmodule hello-world-read-module -n fybrik-systemYou need to register your data asset in a data catalog in order for it to be used by the fybrik-manager.
-
Follow step
Register the dataset in a data catalogin this example. These steps register the credentials required for accessing the dataset, and then register the data asset in the catalog. -
As an example you can run these commands to register two assets exist in
sample_assets:
kubectl apply -f sample_assets/assetMedals.yaml
kubectl apply -f sample_assets/secretMedals.yaml
kubectl apply -f sample_assets/assetBank.yaml
kubectl apply -f sample_assets/secretBank.yamlYou can define OpenPolicyAgent policy to apply them to datasets. You can follow the Define data access policies section in this example.
-
In
fybrikapplication.yaml:- Change
metadata.nameto your application name. - Define
appInfo.purpose,appInfo.role, andspec.data. - Change
data.dataSetIDfield to the identifier of the asset in the catalog which is in the format<namespace>/<name>.
- Change
-
Deploy
FybrikApplicationindefaultnamespace:
kubectl apply -f fybrikapplication.yaml -n default- Check if
FybrikModulesuccessfully deployed:
kubectl get FybrikApplication -n default
kubectl describe FybrikApplication hello-world-read-module-test -n default- Check if module was triggered in
fybrik-blueprints:
kubectl get blueprint -n fybrik-blueprints
kubectl describe blueprint hello-world-read-module-test-default -n fybrik-blueprints
kubectl get pods -n fybrik-blueprintsIf you are using the existing hello-world-read-module.py, you should see this in the kubectl logs of the fybrik-blueprints Pod:
$ kubectl logs <fybrik-blueprints pod> -n fybrik-blueprints
INFO:root:
Hello World Read Module!
INFO:root:Starting httpd server on localhost:8000
Then, you can do port forwarding in order to use the server by the following command:
kubectl port-forward <fybrik-blueprints pod> -n fybrik-blueprints 8000:8000 &If you run the following request:
curl -X GET localhost:8000/medals-winnersyou get the first 10 rows of the medals-winners dataset.
Run the following command to delete the fybrik application:
kubectl delete FybrikApplication hello-world-read-module-test -n defaultRun the following command to delete the fybrik module:
kubectl delete fybrikmodule hello-world-read-module -n fybrik-system