<@ULVA73B9P> running in a kubernetes environment ...
# ask-marvin
d
@Marvin running in a kubernetes environment where pods can not have root privileges the pods created by the prefect workers in the kubernetes workpool contain this error in the logs "UserWarning: Failed to create the Prefect home directory at /.prefect". Is there a way to change the prefect home directory to a place where the default user set by the helm chart values (uid 1001) has read and write access?
m
To change the Prefect home directory to a location where the default Kubernetes user (uid 1001) has the necessary permissions, you can use environment variables to redefine where Prefect looks for its home directory. This adjustment can help you avoid issues with root access in Kubernetes environments. Here's how you can achieve this: 1. Environment Variable for Prefect Directory: Prefect allows you to set the location of its home directory using the
PREFECT_HOME
environment variable. You can set this variable in your Kubernetes pod's environment to point to a directory writable by the non-root user. 2. Helm Chart Configuration: When deploying with Helm, you can customize the environment variables for the Prefect pods. You can include the
PREFECT_HOME
variable in the
values.yaml
file that Helm uses, ensuring it points to a writeable path, such as a path under
/home
. Example configuration in `values.yaml`:
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yaml
env:
  - name: PREFECT_HOME
    value: /home/prefect_user/.prefect
Ensure the path
/home/prefect_user/.prefect
exists, and the user with uid 1001 has write permissions to this directory. References: - Prefect 2.x Kubernetes Guide - Prefect 3.x Kubernetes Deployments By following these steps, you should be able to successfully redirect Prefect's home directory to a writable path for users without root privileges in a Kubernetes environment. If you have any more questions or need further help, feel free to ask!
d
@Marvin how to change this env variable in the basejob template so all started pods will be changed
m
To set the
PREFECT_HOME
environment variable in the base job template for all pods started by the Prefect workers in Kubernetes, you can modify the template to include this environment variable. This ensures every pod launched by Prefect will have this variable set correctly. Here's how you can do it: For both Prefect 2.x and 3.x, you can customize the job template using the Prefect UI or by modifying the configuration files if you are deploying through CLI or YAML files. 1. Modify Job Template via UI: - Navigate to the Prefect UI. - Go to Work Pools, select your Kubernetes work pool. - There is usually an option to customize the template or add environment variables. - Add the
PREFECT_HOME
variable under the environment section for the containers. 2. Modify Job Template via YAML: - Locate the YAML file used for defining your Kubernetes jobs. - You will find a placeholder for environment variables as shown below:
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yaml
     containers:
       - name: prefect-job
         env:
           - name: PREFECT_HOME
             value: /home/prefect_user/.prefect  # Set to your desired writeable directory
         image: "your-image"
         imagePullPolicy: "IfNotPresent"
3. Deploy using Helm: - Add the
PREFECT_HOME
environment variable to your Helm values file under the
env
section. By following these steps, you'll ensure that all pods started by Prefect workers will have the
PREFECT_HOME
variable set to a path where the non-root user has appropriate permissions. References: - Prefect 2.x Kubernetes Integrations - Prefect 3.x Infrastructure Examples If you encounter any issues or need additional guidance, feel free to ask!
d
@Marvin when trying to set the env via job variables of the prefect deployment i get : Response: {'detail': "Error creating deployment: Validation failed for field 'env'. Failure reason: [{'name': 'PREFECT_HOME', 'value': '/home/prefect_user/.prefect'}] is not valid under an}
m
To resolve the error you're encountering when setting the
PREFECT_HOME
environment variable via job variables in your deployment, you'll need to make sure the environment variable configuration is defined correctly in your deployment settings. The
env
job variable should be defined as a dictionary in the
prefect.yaml
file. Ensure that the settings follow the correct structure. Here’s a refined approach: 1. Ensure Correct YAML Configuration: - Your Prefect deployment configuration should correctly specify the environment variables under
job_variables
. Here is an example of how to define this in your
prefect.yaml
file:
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yaml
deployments:
  - name: demo-deployment
    entrypoint: path/to/flow.py:flow_name
    work_pool:
      name: my-work-pool
    job_variables:
      env:
        PREFECT_HOME: "/home/prefect_user/.prefect"
    schedule: null
2. Use the Prefect UI Correctly: - When using the Prefect UI to add environment variables, verify that you're inputting them in as a dictionary format where the key is
PREFECT_HOME
and the value is the path. 3. Consult Error Message: - The error message implies that there could be a mismatch or incorrect structure. Ensure your structure matches the expected format. 4. Document Reference: - Visit Prefect 3.x Infrastructure Concepts for more detailed instructions on customizing deployment configurations. Similarly, for Previous Versions, you can refer to Prefect 2.x Deployment Guides. These changes should allow you to set the
PREFECT_HOME
environment variable successfully across all your prefect deployment pods. If further errors or issues arise, reviewing the official documentation sections linked above could offer additional context and examples.
d
@Marvin when running a deployment on the kubernetes work pool the created pods cant communicate with the server although they all exist in the same namespace. I get this error: prefect.exceptions.PrefectHTTPStatusError: Client error '403 Forbidden' for url 'http://prefect-server.env-dev.svc.cluster.local:4200/api/flow_runs/27616a72-9036-4904-a871-5febda81b9f3' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/403
m
The
403 Forbidden
error you're seeing when your Prefect deployment tries to communicate with the Prefect server indicates a permissions issue. Here are some steps to troubleshoot and potentially resolve this issue: 1. Check Service Account Permissions: Ensure the Kubernetes service account that your pods are using has the right permissions. The service account may need to have roles and permissions that allow it to communicate with the Prefect server. Verify that the role bindings include necessary access. 2. Network Policies: If you're using network policies within your Kubernetes cluster, make sure that these policies allow traffic between the pods and the Prefect server. You can review and modify network policies to enable communication across pods in the same namespace. 3. Prefect Server Authentication: This error could also be due to your Prefect server requiring authentication (e.g., API keys or tokens) to access the API. Ensure that your pods have the necessary credentials to authenticate with the server. 4. Validation in Prefect Cloud/IP Allowlist: If you are using Prefect Cloud, check for any IP allowlist settings that could be blocking access. Ensure that the IP addresses used by your Kubernetes nodes/pods are listed in the Prefect Cloud IP allowlist (if applicable). 5. Validate Prefect Configuration: Double-check your Prefect deployment configuration to ensure all parameters, like the server URL, are correctly set and that there are no typos or errors in the endpoint. For detailed steps and configuration, refer to: - Prefect 3.x Kubernetes Deployment Guide - IP Allowlist Management for Prefect Cloud By following these steps, you should be able to narrow down the issue causing the 403 error and correct it to allow proper communication between your pods and the Prefect server. If the problem persists, reviewing the specific settings and logs for both your Kubernetes cluster and Prefect server could provide further insights.