GitHub Actions Example

GitHub Actions are a useful way to build and push your code. With the Pachyderm GitHub Action, you can automatically update a pipeline(s) when your code is committed.

In this example, we'll take the Housing Prices Example and add a GitHub Action for it.

Overview
Running this Example
Customizing this Project
- Workflow File
- Action File
Generating the Pachyderm Authentication Token
This Example in Production

Overview

This project builds a Docker image used by multiple pipelines every time code is committed and pushed to the repo. We assume that you already have a Pachyderm cluster up and running that is accessible over the internet (GitHub will be pushing to your cluster). The GitHub Action in this repository will:

Build and tag the Docker image for the Pachyderm Pipeline
Push the image to the Docker Registry (Docker Hub)
Build a Docker image that can communicate with the running Pachyderm cluster
Update the pipeline with the image built in (1)

Note: The GitHub action updates or creates the pipeline, but does not create or delete data repositories. Any input repositories should already exist or the pipeline cannot be created.

Running this Example

Forking this repository is the easiest way to get started. It will copy the repository into your own account and allow you to set your access credentials via secrets through GitHub. You can fork your own copy of this repo by clicking the button in the upper right corner of GitHub.

Once the repo is forked, you will need to enable GitHub actions in your forked version by selecting the "Actions" tab on GitHub and enabling them.

Once this is enabled, Actions are ready to run, but need to be configured to point to your Pachyderm cluster. The GitHub Action workflow is responsible for performing each step. We will need to configure this for our Pachyderm cluster and Docker Hub.

There are three items in push.yaml that need to be configured for the action to function.

PACHYDERM_CLUSTER_URL: This is the url to your pachyderm cluster, the one configured via Ingress to pachd's GRPC port. If you use Pachyderm Hub, it'll look something like grpcs://hub-some-id.clusters.pachyderm.io:31400.
DOCKER_IMAGE_NAME: Replace this with the base repo/tag combination for the Docker registry to which your image will be pushed. For this demo, it's set to pachyderm/housing-prices
PACHYDERM_PIPELINE_FILES: A space-delimited list of pipeline specifications that depend on DOCKER_IMAGE_NAME. In this project, there's just one pipeline, regression.json.

GitHub Repository Secrets are used to keep your access credentials secure while giving permissions to build and run a pipeline, preventing any private information from being exposed in your code. You can create a secret by going into the "Settings" for your repository and selecting "Secrets" from the sidebar. For more information, see creating and using secrets in a GitHub Workflow. We will create three Secrets: PACHYDERM_TOKEN, DOCKERHUB_TOKEN, and DOCKERHUB_USERNAME.

PACHYDERM_TOKEN: This is an authentication token to access the Pachyderm cluster. You can generate it using pachctl auth get-auth-token --ttl <some duration>. For information on setting the --ttl duration, see generating the Pachyderm authentication token below.
DOCKERHUB_TOKEN and DOCKERHUB_USERNAME: for GitHub to be able to push the Docker image once it is built. For information on creating a Docker Hub token, see Managing Access Tokens.

Once created, your secrets should look like the image below:

Once these changes are committed, the GitHub Actions will be executed with each push to the master branch (including the commit with the changes to push.yaml).

The status and results of Actions can be monitored under the "Actions" tab.

Customizing this Project

You can also use this repository as a template for your own project. There are two main files that dictate the behavior of the GitHub Action. The workflow definition, push.yaml, and the action definition, action.yaml.

Workflow File

The workflow in the push.yaml specifies the tasks to be executed when a GitHub event occurs.

Every pipeline in Pachyderm uses a Docker image to operate on the data, so we use GitHub Actions to update our pipelines with a new Docker image when new code is committed.

Note: We can also add or modify the workflow to run on any other GitHub event. In this example, our Pachyderm Action runs on the push event.

Our push.yaml file is defined to perform the following steps:

Log into DockerHub using the GitHub secrets, DOCKERHUB_TOKEN and DOCKERHUB_USERNAME.
Build the Docker image used by the pipelines.
Push the Docker image to DockerHub with a tag defined by the git commit for the code in the pipeline. In this project, the tag will be something like pachyderm/housing-prices:28478808dc24124aec77f1df3d52f132beeb6847
Push an updated pipeline spec to your Pachyderm cluster. This step uses the GitHub secret PACHYDERM_TOKEN to gain access to the cluster. It also uses the custom action defined in the directory pachyderm-github-action. A common practice in production is to put custom actions in the .github directory. It was placed in a non-hidden directory so you can more easily see the code to modify it for your own purposes.

The last step, step 4, in push.yaml calls our action, action.yaml, which updates our Pachyderm pipeline.

Action File

The action.yaml file in the pachyderm-github-action directory defines how to GitHub will communicate with Pachyderm. We use GitHub Action runner that builds and runs the Dockerfile in that directory.

This temporary image will contain the access credentials to our Pachyderm cluster (maps in the secrets we set in GitHub), and executes the entrypoint.sh script. The script substitutes the pipeline image tag with the one produced in step 2 and runs pachctl update pipeline for each pipeline defined in the push.yaml.

To customize this behavior, you can:

Copy the .github and pachyderm-github-action to your own project.
Customize the environment variables for your project: PACHYDERM_CLUSTER_URL, PACHYDERM_TOKEN, PACHYDERM_PIPELINE_FILES, DOCKER_IMAGE_NAME, DOCKERHUB_TOKEN and DOCKERHUB_USERNAME. See Running this Example for more details on these.
(Optional) You may move the directory pachyderm-github-action into the .github directory if you want to package all the actions together. You will need to modify the final step of the Docker Images CI workflow to reflect the new path, something like:
```
- name: pachyderm-update-pipelines
  uses: .github/pachyderm-github-action
  id: pup
```
(Optional) You may want to create shared workflows or add additional actions. Please consult the Documentation on GitHub Actions for more information.

Generating the Pachyderm Authentication Token

Once Pachyderm access controls are activated, login as the user with permissions to update the pipelines for your DAG.

You may want to test this with the robot:admin configured when access controls were activated, or your own credentials. Please see Using this example in production below for information regarding production-level security configuration.

Create a Pachyderm authentication token by running the following command:

pachctl auth get-auth-token --ttl <some-golang-formatted-duration>

A golang-formatted duration uses h for hours, m for minutes, s for seconds. 26 weeks would be 24 * 7 * 26 hours, expressed as 624h. The token will only be generated for this duration if it is shorter than the lifetime of the session for the user who is logged into the cluster where the command is run. Otherwise, it is generated for the duration of that user's current session. The expiration of a user's current session can be determined by running pachctl auth whomai.

The duration of the token determines how long the cron pipeline may run before the secret needs to be refreshed and the pipeline restarted.

Here is a Unix command for generating a token using pachctl and only outputting the value of the token:

pachctl auth get-auth-token --ttl "624h" | \
    grep Token | awk '{print $2}'

The command is enhanced to encode the token with the base64 encoding scheme, so it can be used in a Kubernetes secret, and trim off unnecessary characters.

pachctl auth get-auth-token --ttl "624h" | \
    grep Token | awk '{print $2}' | \
    base64 -e | tr -d '\r\n'

This Example in Production

We recommend that this example be used in production with Pachyderm access controls activated.

When you implement this example on production pipelines with access controls activated, you may have to periodically renew PACHYDERM_TOKEN in your GitHub repo, depending on how your identity provider is configured.

It is a best security practice in production to create a Pachyderm user with the least privilege required to do this pipeline's tasks.

This is a periodic maintenance task with security implications the automation of which should be reviewed by appropriate engineering personnel.

Dec	JAN	Feb
	11
2023	2024	2025

pachyderm/pachyderm-gha

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