<@ULVA73B9P> how do I redeploy a prefect flow to p...
# ask-marvin
d
@Marvin how do I redeploy a prefect flow to prefect cloud by passing the docker --no-cache arg
m
It looks like you want to use the
--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:
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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:
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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:
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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:
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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.
d
@Marvin I am using prefect 2.19.9. when I use your suggestion like this:
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tag: 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’
m
The error you're seeing,
TypeError: 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:
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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:
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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/
d
@Marvin this gives me a similar error: TypeError: BuildApiMixin.build() got an unexpected keyword argument ‘build_kwargs’
m
It seems that neither
docker_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`:
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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:
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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/
d
@Marvin this also gives a similar error: TypeError: BuildApiMixin.build() got an unexpected keyword argument ‘build_context’ Why is none of this working?
m
It seems we're having trouble navigating the specific configuration options for Prefect 2.x's
build_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:
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docker build --no-cache -t my-docker-image:latest -f ./Dockerfile .
2. Push the Docker image to a registry:
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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:
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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:
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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!