Илья Малеки
10/15/2024, 12:26 AMMarvin
10/15/2024, 12:26 AMworker.extraEnvVarsCM
Helm value in Prefect 3's Kubernetes worker chart is intended to add a ConfigMap to the worker itself, not to the jobs it creates. This setting is useful if you need to set environment variables directly on the worker, perhaps for worker-specific configuration.
If you want these environment variables to be passed to the job pods created by the worker, you'll need to modify the job's configuration. One way to do this is by customizing the job template used by the worker. This can involve specifying the environment variables directly in the job template or using a ConfigMap to inject them.
Here's a general approach you can take to ensure these environment variables are available in the job pods:
1. Modify the Job Template: You can customize the job template in your Kubernetes configuration to include the environment variables from your desired ConfigMap.
2. Advanced Settings: Use Kubernetes' advanced settings options by editing the base job template to include environment variable configurations. This involves defining them explicitly in the job's JSON configuration.
To implement these changes, you usually need to access the advanced tab in your Prefect settings and edit the JSON representation of the base job template. This allows you to specify which variables you want to include.
For detailed steps, please refer to the Prefect 3.x documentation on customizing jobs in Kubernetes.
If you have more specific needs or configurations, feel free to ask!Илья Малеки
10/15/2024, 12:29 AMИлья Малеки
10/15/2024, 12:32 AMMarvin
10/15/2024, 12:32 AMИлья Малеки
10/15/2024, 12:32 AMMarvin
10/15/2024, 12:33 AMworker.extraEnvVarsCM
in Prefect's GitHub repository. However, you can achieve this goal by integrating ConfigMaps directly with your Kubernetes pods without manually editing JSON or using the Prefect UI.
Here’s a more automated way to inject environment variables from a ConfigMap into your Kubernetes jobs:
1. Kubernetes Job Template: Modify the job template YAML used by the worker to include a reference to the ConfigMap. This can usually be done programmatically by updating the YAML Kubernetes Deployment configuration for the job pods:
yaml
apiVersion: batch/v1
kind: Job
metadata:
name: your-job-name
spec:
template:
spec:
containers:
- name: your-container-name
image: your-image
envFrom:
- configMapRef:
name: your-configmap-name
2. Helm Chart Configuration: If you deploy using Helm, you might automate this by templating the above YAML within your Helm chart's values, making it read from a predefined ConfigMap.
These steps allow you to automatically apply the necessary environment variables from a ConfigMap to the job pods when they are created by your Prefect worker, without manual UI or JSON interventions.
Please let me know if you need further technical details or assistance with implementing this approach!Илья Малеки
10/15/2024, 12:34 AMMarvin
10/15/2024, 12:34 AMvalues.yaml
file, which the chart will use to render the actual deployment templates.
- YAML Files: Otherwise, Kubernetes YAML configuration files can be manually edited or programmatically generated to include references to ConfigMaps, secrets, etc.
Example of Integrating a ConfigMap:
If you want to integrate a ConfigMap to pass variables to your jobs, something like the following would be included in your YAML:
yaml
spec:
template:
spec:
containers:
- name: main
image: your-image
envFrom:
- configMapRef:
name: your-configmap-name
4. Applying Changes:
- After editing the configuration, apply it to the cluster using kubectl apply -f your-config-file.yaml
, or incorporate changes in the Helm pipeline to apply these updates when deploying Prefect.
### Can You Tweak It?
Yes, you can tweak it. The key is accessing the right configuration files and ensuring changes are synchronized with your deployment pipeline, whether via Helm charts or direct Kubernetes commands. This gives you the flexibility to automate and customize the jobs that your Prefect worker manages.
Feel free to ask if you need guidance on specific configurations or further customization details!Илья Малеки
10/15/2024, 12:36 AMMarvin
10/15/2024, 12:36 AMvalues.yaml
. This is where you could define or modify settings that will alter how job pods are deployed and executed.
- Advanced Configurations: Prefect's documentation suggests customizing the "base job template" using either their UI or advanced configuration to directly include more fields or variables, though without necessarily prescribing direct YAML configuration on your part.
3. Tweakability:
- Helm Chart Adjustments: You can tweak the job configurations via the Helm values, which indirectly define the job specifications similar to a Kubernetes YAML manifest.
- Code-based Approach: Additionally, if you are using configuration-as-code practices, you might have scripts that adapt these templates or inject additional configurations before deploying jobs to the Kubernetes worker.
For more explicit customizations, such as automatically forwarding ConfigMap values to job pods, you'll likely need to leverage these points of configurability within the Prefect Helm charts or the broader Kubernetes deployment scripts associated with them.
For further details, you can explore Prefect's Helm chart deployment documentation to understand what's supported and how you might programmatically extend these capabilities. If you have specific customization questions or challenges, feel free to let me know!Илья Малеки
10/15/2024, 12:38 AMMarvin
10/15/2024, 12:38 AMyaml
apiVersion: v1
kind: ConfigMap
metadata:
name: my-configmap
data:
KEY_ONE: "value1"
KEY_TWO: "value2"
2. Modify the Helm Chart Configuration:
- Locate your values.yaml
file which is used by your Helm chart for Prefect deployment.
- Add an entry under the job specification to include the environment variables from your ConfigMap.
3. Inject the ConfigMap:
- Use envFrom
within the containers spec in Helm values to inject the environment variables from the specified ConfigMap:
yaml
worker:
jobTemplate:
spec:
template:
spec:
containers:
- name: main # Ensure this matches your container name
envFrom:
- configMapRef:
name: my-configmap
4. Deploy the Updated Helm Chart:
- Apply the updates by running the Helm upgrade command in your terminal to redeploy the Prefect worker with the updated configuration:
sh
helm upgrade [RELEASE_NAME] prefect/prefect-server --values path/to/your/values.yaml
### Confirm the Configuration
- Check Pod Logs: After deploying, you can check the logs of the created pods to verify that the environment variables are set correctly.
- Pod Environment: You can also execute a shell within a running pod to inspect the environment variables directly using commands like env
or printenv
.
By embedding the environment variables from a ConfigMap into your job pods through these Helm chart modifications, you align closely with Kubernetes best practices for managing configuration data separately from application code. If further customization is required, you can extend this approach to include other Kubernetes resources like Secrets. Let me know if you need more guidance!Илья Малеки
10/15/2024, 12:40 AMNate
10/15/2024, 12:47 AMИлья Малеки
10/15/2024, 9:44 AMИлья Малеки
10/17/2024, 11:32 AMNate
10/17/2024, 1:10 PMNate
10/17/2024, 1:11 PMJamie Zieziula
10/17/2024, 2:10 PMJamie Zieziula
10/17/2024, 2:11 PMJamie Zieziula
10/17/2024, 2:11 PMИлья Малеки
10/18/2024, 2:03 PMИлья Малеки
10/18/2024, 2:04 PMJamie Zieziula
10/18/2024, 2:16 PMJamie Zieziula
10/18/2024, 2:17 PMJamie Zieziula
10/18/2024, 2:18 PMprefect work-pool get-default-base-job-template --type kubernetes
Jamie Zieziula
10/18/2024, 2:18 PMИлья Малеки
10/20/2024, 9:22 PMИлья Малеки
10/20/2024, 9:24 PMJamie Zieziula
10/20/2024, 10:18 PMИлья Малеки
10/20/2024, 10:39 PMИлья Малеки
10/20/2024, 10:42 PMИлья Малеки
10/20/2024, 10:43 PMИлья Малеки
10/20/2024, 10:45 PMNate
10/21/2024, 1:09 AMhow do i dump configmap variables into job pods
whats a "job template YAML used by the worker"? can i tweak it?the yaml it was probably poorly referring to was the `prefect.yaml` not the
values.yaml
for the worker helm chart
this need not be true for env
used by flow runs
That choice is done when im considering my infragenerally your worker process only needs to know the name of your work pool, and then you can override specific `job_variables` from the base job template on your work pool, either on a deployment or flow run basis at deployment creation time, or instead at runtime via the UI, CLI or
run_deployment
when you're creating flow runs - i.e. generally your worker helm chart shouldn't need to worry about runtime env
vars
here's a repo with some examplesИлья Малеки
10/21/2024, 9:45 AMИлья Малеки
10/21/2024, 10:34 AMMehdi
11/20/2024, 3:32 PM