Service
Learn about the concept of a service pipeline.
May 26, 2023
Service is a special type of pipeline that does not process data but provides a capability to expose it to the outside world. For example, you can use a service to serve a machine learning model as an API that has the most up-to-date version of your data.
The following pipeline spec extract is an example of how you can expose your
Jupyter notebook as a service by adding a service
field:
{
"pipeline": {
"name": "notebook"
},
"input": {
"pfs": {
"glob": "/",
"repo": "input"
}
},
"service": {
"external_port": 30888,
"internal_port": 8888
},
"transform": {
"cmd": [
"start-notebook.sh"
],
"image": "jupyter/datascience-notebook"
}
}
The service section specifies the following parameters:
Parameter | Description |
---|---|
"internal_port" | The port that the code running inside the container binds to. |
"external_port" | The port that is exposed outside of the container. You must set this value in the range of 30000 â 32767 . You can access the service from any Kubernetes node through the following address: http://<kubernetes-host>:<external_port> . |
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The Service starts running at the first commit in the input repo.
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See Also