Daniel
09/25/2024, 9:29 AMMarvin
09/25/2024, 9:29 AM--no-cache
argument when building a Docker image for deploying a Prefect flow to Prefect Cloud. Here's a guide for both Prefect 2.x and 3.x versions.
### Prefect 2.x
In Prefect 2.x, you can use a prefect.yaml
file to define your flow deployment, including Docker options. Here is an example:
yaml
# prefect.yaml
name: my-flow
prefect-version: 2.13.4
# Build section to manage and build Docker image
build:
- prefect_docker.deployments.steps.build_docker_image:
id: build_image
requires: prefect-docker>=0.3.1
image_name: my-docker-image:latest
tag: latest
dockerfile: auto
platform: linux/amd64
docker_options:
- "--no-cache"
When you run the deployment, Prefect will use the --no-cache
option during the Docker build process. The command to initiate the deployment might look like this:
bash
prefect deployment create -n my-flow
References:
1. https://docs-2.prefect.io/latest/integrations/prefect-gcp/gcp-worker-guide/
2. https://docs-2.prefect.io/latest/guides/docker/
### Prefect 3.x
In Prefect 3.x, you can also use a prefect.yaml
file. Below is an example illustrating how to include the --no-cache
argument:
yaml
# prefect.yaml
name: my-flow
# Build section to manage and build Docker image
build:
- prefect_docker.deployments.steps.build_docker_image:
id: build_image
requires: prefect-docker>=0.3.1
image: my-docker-image:latest
tag: latest
dockerfile: ./Dockerfile
docker_options:
- "--no-cache"
To deploy the flow, run:
bash
prefect deploy
References:
1. https://docs-3.prefect.io/3.0/deploy/infrastructure-concepts/deploy-via-python
2. https://docs-3.prefect.io/3.0/deploy/infrastructure-concepts/store-flow-code
By specifying the docker_options
with --no-cache
, you ensure that Docker does not use its build cache during the image creation process.Daniel
09/25/2024, 9:32 AMtag: v2.2
dockerfile: ./Dockerfile
platform: linux/amd64
docker_options:
- "--no-cache"
I get the following error: TypeError: BuildApiMixin.build() got an unexpected keyword argument ‘docker_options’Marvin
09/25/2024, 9:32 AMTypeError: BuildApiMixin.build() got an unexpected keyword argument 'docker_options'
, occurs because the docker_options
argument is not recognized in the version of Prefect you are using. Instead, you should use build_kwargs
to pass additional arguments to the Docker build.
Here is how you can modify your configuration to include the --no-cache
option:
yaml
# prefect.yaml
name: my-flow
prefect-version: 2.19.9
# Build section to manage and build Docker image
build:
- prefect_docker.deployments.steps.build_docker_image:
id: build_image
requires: prefect-docker>=0.3.1
image_name: my-docker-image:latest
tag: v2.2
dockerfile: ./Dockerfile
platform: linux/amd64
build_kwargs:
nocache: true
By using build_kwargs
, you can pass the nocache: true
parameter to the Docker build command, which effectively disables the cache.
To deploy the flow with this configuration, you would run:
bash
prefect deployment create -n my-flow
This should resolve the error and use the --no-cache
argument during the Docker build process.
References:
1. https://docs-2.prefect.io/latest/integrations/prefect-docker/deployments/steps/Daniel
09/25/2024, 9:39 AMMarvin
09/25/2024, 9:39 AMdocker_options
nor build_kwargs
are valid arguments for the build_docker_image
step in Prefect 2.x. Instead, it appears that you need to use build_context
to pass build arguments to Docker.
Here's how you can pass the --no-cache
option using the `build_context`:
yaml
# prefect.yaml
name: my-flow
prefect-version: 2.19.9
# Build section to manage and build Docker image
build:
- prefect_docker.deployments.steps.build_docker_image:
id: build_image
requires: prefect-docker>=0.3.1
image_name: my-docker-image:latest
tag: v2.2
dockerfile: ./Dockerfile
platform: linux/amd64
build_context:
args:
DOCKER_BUILDKIT: 1
opts:
nocache: true
Try updating your prefect.yaml
file with the build_context
configurable as shown above, and then run your deployment:
bash
prefect deployment create -n my-flow
If you still encounter issues, you may need to reference the Prefect documentation directly or consider specifying Docker build processes outside Prefect and simply pointing to the built image.
Reference:
1. https://docs-2.prefect.io/latest/integrations/prefect-docker/deployments/steps/Daniel
09/25/2024, 9:40 AMMarvin
09/25/2024, 9:41 AMbuild_docker_image
step. Given the errors you've encountered, it's possible that custom build arguments directly within the build_docker_image
step may not be supported as we've tried so far.
After further exploration, another approach would be to handle Docker builds externally and simply reference the resulting image within Prefect. Here's an alternative workflow to achieve your goal:
### Step-by-Step Alternative Workflow:
1. Build your Docker image manually with the --no-cache
option:
docker build --no-cache -t my-docker-image:latest -f ./Dockerfile .
2. Push the Docker image to a registry:
docker tag my-docker-image:latest my-repo/my-docker-image:latest
docker push my-repo/my-docker-image:latest
3. Reference the pre-built Docker image in your Prefect deployment:
Update your prefect.yaml
to reference the pre-built image:
yaml
# prefect.yaml
name: my-flow
prefect-version: 2.19.9
# Deployment configuration to use the pre-built Docker image
deployments:
- name: default
work_pool:
job_configuration:
image: my-repo/my-docker-image:latest
4. Create and apply the Prefect deployment:
bash
prefect deployment create -n my-flow
By handling the Docker build externally, you have full control over the build process and can include the --no-cache
option as needed. Prefect will then simply use the specified image for running your flow.
If you still have any issues or specific needs, please feel free to ask!