Parvez Mohammed
08/01/2025, 12:06 PMMarvin
08/01/2025, 12:06 PMMarvin
08/01/2025, 12:11 PMbash
docker login <http://registry.gitlab.com|registry.gitlab.com>
2. For Prefect 3.x, you can use the from_source()
method with Docker settings when deploying your flow. Here's an example:
python
from prefect import flow
from prefect.deployments import Deployment
@flow
def my_flow():
# your flow code here
pass
if __name__ == "__main__":
deployment = Deployment.build_from_flow(
flow=my_flow,
name="gitlab-deployment",
work_pool_name="your-work-pool",
image="<http://registry.gitlab.com/your-namespace/your-project:your-tag|registry.gitlab.com/your-namespace/your-project:your-tag>"
)
deployment.apply()
3. Make sure your worker has access to the GitLab registry. You'll need to create a Kubernetes secret if you're using Kubernetes:
bash
kubectl create secret docker-registry gitlab-registry \
--docker-server=<http://registry.gitlab.com|registry.gitlab.com> \
--docker-username=<your-username> \
--docker-password=<your-access-token> \
--docker-email=<your-email>
4. If you're using a Kubernetes worker, reference the secret in your work pool configuration:
yaml
imagePullSecrets:
- name: gitlab-registry
Important Notes:
- Make sure you have appropriate permissions to push to your GitLab registry
- Use personal access tokens or deploy tokens instead of your password for better security
- The registry URL format is typically: <http://registry.gitlab.com/group-name/project-name:tag|registry.gitlab.com/group-name/project-name:tag>
- If you're using self-hosted GitLab, replace <http://registry.gitlab.com|registry.gitlab.com>
with your custom registry domain
For more complex setups or specific issues, you might want to check:
1. Your GitLab registry permissions
2. Network access between your deployment environment and GitLab
3. Proper authentication configuration in your CI/CD environment if you're using one
Would you like me to elaborate on any of these points or provide more specific information about your use case?Parvez Mohammed
08/01/2025, 12:20 PMMarvin
08/01/2025, 12:20 PMMarvin
08/01/2025, 12:21 PM.gitlab-ci.yml
, you can use these predefined variables:
- `$CI_REGISTRY`: The GitLab registry URL
- `$CI_REGISTRY_USER`: The username to use for registry authentication (automatically set)
- `$CI_REGISTRY_PASSWORD`: The password to use for registry authentication (automatically set)
- `$CI_REGISTRY_IMAGE`: Your project's registry image location
Here's how to set up your `.gitlab-ci.yml`:
yaml
deploy-flow:
stage: deploy
script:
# Login to GitLab registry using CI variables
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
# Your Prefect deployment commands here
- python deployment.py
2. In your Python deployment code:
python
from prefect import flow
import os
@flow
def my_flow():
# your flow code here
pass
if __name__ == "__main__":
# The CI_REGISTRY_IMAGE variable includes your project's registry path
image_path = f"{os.environ['CI_REGISTRY_IMAGE']}:latest"
deployment = my_flow.from_source(
source=".", # or your specific source path
name="gitlab-deployment",
work_pool_name="your-work-pool",
image=image_path
)
deployment.apply()
3. If you need to build the image as part of your CI pipeline:
yaml
build-and-deploy:
stage: deploy
services:
- docker:dind
variables:
DOCKER_TLS_CERTDIR: "/certs"
before_script:
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
script:
# Build the image
- docker build -t $CI_REGISTRY_IMAGE:latest .
# Push to registry
- docker push $CI_REGISTRY_IMAGE:latest
# Deploy Prefect flow
- python deployment.py
Key Benefits of This Approach:
- No need to manually handle credentials
- Automatically works in GitLab CI/CD pipelines
- More secure than hardcoding credentials
- Uses temporary tokens with limited scope
Important Notes:
1. Make sure your GitLab runner has Docker access if you're building images
2. The $CI_REGISTRY_USER
and $CI_REGISTRY_PASSWORD
are automatically set for the project's Container Registry
3. These variables are only available in GitLab CI/CD pipelines
4. For local testing, you'll need to set up separate authentication
Would you like me to provide more details about any specific part of this setup or explain how to handle local development scenarios?