Avi
09/15/2024, 6:48 AMMarvin
09/15/2024, 6:48 AMAvi
09/15/2024, 6:48 AMMarvin
09/15/2024, 6:48 AMprefect.yaml
to build Docker images locally and avoid setting the push
field to true. An example:
yaml
build:
- prefect_docker.deployments.steps.build_docker_image:
requires: prefect-docker>=0.3.0
image_name: local/repo/my-image
tag: my-tag
dockerfile: auto
push: false
2. Run Locally:
Ensure Docker is set up to use local images. Prefect just needs to refer to the image by name.
3. Bypass Docker Hub:
Reference the image directly in your deployment YAML. Avoid fields requiring a repo push:
yaml
deployments:
- name: my-deployment
entrypoint: path/to/your/flow.py:flow_function
infrastructure:
- prefect.infrastructure.docker:
image: local/repo/my-image:my-tag
For more details and step-by-step instructions, check the Prefect documentation.
If you face errors or unusual issues, you might find relevant information or report issues on Prefect's GitHub Issues page.
Feel free to reach out if you need more guidance!Avi
09/15/2024, 6:54 AMMarvin
09/15/2024, 6:54 AMbash
prefect work-pool create --type kubernetes my-k8s-pool
2. Configure Your Work Pool Options:
- Set environment variables and other configurations as needed. This can include any required access credentials or configurations specific to your Kubernetes setup.
3. Configure Docker to Use the Local Image:
Ensure your Kubernetes nodes can access the local Docker images:
- Push Image to Local Registry: Set up a local Docker registry and push your image there.
bash
docker tag local-image:tagname my-registry.local:5000/local-image:tagname
docker push my-registry.local:5000/local-image:tagname
- Configure your Kubernetes to pull from this local registry. Edit your Kubernetes deployment YAML to use the local image:
yaml
spec:
containers:
- name: my-container
image: my-registry.local:5000/local-image:tagname
4. Start a Worker:
Start the Kubernetes worker to monitor the pool:
bash
prefect worker start --pool my-k8s-pool
For additional details and step-by-step setup, refer to the Prefect documentation for Kubernetes: Kubernetes Infrastructure.
Feel free to ask more questions if you need further assistance!Avi
09/16/2024, 10:39 AMMarvin
09/16/2024, 10:39 AMprefect.yaml
, you can specify storage options directly in the configuration file. Below is an example for using Git-based storage, but other options like cloud storage can follow a similar structure.
### Example prefect.yaml
for Git-Based Storage
yaml
name: my-flow
prefect-version: 3.0.0
storage:
type: git
repository: <https://github.com/my_username/my_repo.git>
branch: main
deployments:
- name: my-deployment
entrypoint: path/to/your/flow.py:flow_function
work_queue_name: my-work-queue
storage:
block_type: git
block_name: my-git-block
### Steps:
1. Choose Your Storage Type:
Here, we use git
as an example. Other supported storage types include cloud storages like S3, GCS, etc.
2. Define Storage Configuration:
- `type`: Type of storage (git
, s3
, gcs
, etc.).
- `repository`: URL of the Git repository.
- `branch`: Branch name to pull the flow code from.
3. Include Storage in Deployment:
Specify storage details inside deployments
to ensure the worker knows where to pull the code from. This can also match a specific storage block you've configured in Prefect UI or CLI.
### Other Storage Options:
For cloud-based storages like AWS S3 or GCS, you can refer to this link for more detailed configurations.
Feel free to experiment with different storage backends based on your infrastructure needs! If you run into any issues, let me know for more specific guidance.