Omar Faruk
02/20/2025, 1:50 PMMarvin
02/20/2025, 1:50 PMprefect.yaml
file to create the deployment, reference the GitLab Credentials block in the pull step. This will allow you to interact with the repository, specifying the branch or tag you wish to deploy from.
3. Personal Access Token (PAT): Create a personal access token in GitLab with the necessary permissions. It's recommended to use fine-grained tokens to limit access to specific repositories.
4. Code Example:
- If using a Python deployment method, you can employ a GitRepository object to specify the branch and credentials:
python
from prefect_gitlab import GitLabCredentials, GitLabRepository
credentials = GitLabCredentials(token="YOUR_ACCESS_TOKEN")
repository = GitLabRepository(
repo="owner/repo",
reference="branch-name",
credentials=credentials
)
5. Installation: Make sure to install the necessary Prefect integrations with GitLab:
bash
pip install -U prefect-gitlab
6. Resources: For further details, you can consult the Prefect GitLab Integration Documentation.
For more information on storing flow code and using Git-based storage in Prefect, refer to the Prefect Documentation on Infrastructure Concepts.
If you need further details, feel free to ask.Omar Faruk
02/20/2025, 3:19 PMMarvin
02/20/2025, 3:19 PMSecret
block to handle credentials securely. Here's how you can do it:
1. Create a Secret Block: Store your Docker registry credentials in a Prefect Secret block. This ensures that sensitive information is not exposed in the UI.
2. Use Docker Image Class: When deploying, use the DockerImage
class to specify your image and registry credentials. Here's a basic example:
python
from prefect.deployments import Deployment
from prefect.infrastructure.docker import DockerImage
from prefect.blocks.system import Secret
# Retrieve the secret
registry_credentials = Secret.load("my-docker-registry-credentials")
# Configure Docker image
docker_image = DockerImage(
image="my-private-registry/my-image:latest",
registry_url="<https://my-private-registry.com>",
registry_username=registry_credentials.get("username"),
registry_password=registry_credentials.get("password")
)
# Create a deployment using the Docker image
deployment = Deployment.build_from_flow(
flow=my_flow,
name="my-deployment",
infrastructure=docker_image
)
3. prefect.yaml Configuration: Alternatively, you can configure the pull step in the prefect.yaml
file to use the secret block:
yaml
pull:
- prefect.blocks.system.Secret: my-docker-registry-credentials
4. Avoiding Secret Exposure: By using the Secret block, you prevent the direct exposure of credentials in deployment configurations or logs.
For more details, you can refer to the Prefect Documentation on Docker Infrastructure and the Prefect YAML Documentation.
If you have any more questions, feel free to ask.