<@ULVA73B9P> Can you provide an example of a prefe...
# ask-marvin
j
@Marvin Can you provide an example of a prefect.yaml file that uses a docker image with a target? For example, the target is called --prefect This is an example of my prefect.yaml looks
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name: backend-flows
prefect-version: 3.4.7

build: null

push: null

pull:
  - prefect.deployments.steps.git_clone:
      repository: <https://github.com/repo/backend.git>
      branch: main
      access_token: "{{ prefect.blocks.secret.github-access-token }}"

deployments:
  - name: process
    tags: ["main"]
    entrypoint: flows/subfolder/process.py:lmain
    parameters: {}
    work_pool:
      name: my-workpool
      job_variables:
        image: my/docker/image:latest
m
thought for 110.4 seconds
Based on the research, I can provide you with an example of a
prefect.yaml
file that incorporates a Docker build target. While Prefect doesn't directly expose the target flag in its configuration, you can achieve this using the
build_config
option. Here's an example:
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yaml
prefect.yaml
---
name: my-deployment
version: 0.1.0

build:
  - prefect_docker.deployments.steps.build_docker_image:
      requires: prefect-docker>=0.3.1
      image_name: my-flow-image
      tag: latest
      dockerfile: Dockerfile
      build_config:
        buildargs: {}
        target: prefect  # This specifies the build target
        platform: linux/amd64

push: false  # Set to true if you want to push to a registry

deployments:
  - name: example-deployment
    version: 0.1.0
    tags: []
    description: "Example deployment using Docker with a specific target"
    entrypoint: flow.py:my_flow
    work_pool:
      name: my-docker-pool
      work_queue_name: default
For this to work, your Dockerfile should use multi-stage builds with the appropriate target. Here's a complementary example of what your Dockerfile might look like:
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dockerfile
# Base stage
FROM python:3.9-slim as base
WORKDIR /app
COPY requirements.txt .
RUN pip install -r requirements.txt

# Development stage
FROM base as development
COPY dev-requirements.txt .
RUN pip install -r dev-requirements.txt

# Prefect stage (this is our target)
FROM base as prefect
COPY . .
RUN pip install prefect
A few important notes: 1. The
target: prefect
in the
build_config
corresponds to the
as prefect
stage in the Dockerfile 2. Make sure you have the
prefect-docker
package installed (
pip install prefect-docker>=0.3.1
) 3. The
build_config
section allows you to pass various Docker build arguments, including the target 4. The example assumes you're using a Docker work pool for execution You can deploy this configuration using:
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bash
prefect deploy
This setup allows you to maintain different build stages in your Dockerfile while specifically using the
prefect
target for your Prefect deployments. Links for further reading: - Prefect Docker Deployments Documentation - Prefect.yaml Configuration Guide
thought for 9.3 seconds
Ah, I see your current setup. I'll help you modify this to include a Docker image with a specific target. Here's how you can adapt your
prefect.yaml
to use a Docker image with the
--prefect
target:
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yaml
name: backend-flows
prefect-version: 3.4.7

build:
  - prefect_docker.deployments.steps.build_docker_image:
      requires: prefect-docker>=0.3.1
      image_name: my/docker/image
      tag: latest
      dockerfile: Dockerfile
      build_config:
        target: prefect  # This specifies the build target

push: null

pull:
  - prefect.deployments.steps.git_clone:
      repository: <https://github.com/repo/backend.git>
      branch: main
      access_token: "{{ prefect.blocks.secret.github-access-token }}"

deployments:
  - name: process
    tags: ["main"]
    entrypoint: flows/subfolder/process.py:lmain
    parameters: {}
    work_pool:
      name: my-workpool
      job_variables:
        image: my/docker/image:latest
The key changes I made: 1. Added the
build
section with
prefect_docker.deployments.steps.build_docker_image
2. Specified the target as
prefect
in the
build_config
3. Kept your existing
pull
configuration for Git 4. Maintained your deployment configuration Make sure your Dockerfile has the corresponding target defined, like this:
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dockerfile
# Base stage
FROM python:3.9-slim as base
# ... base setup ...

# Target stage for Prefect
FROM base as prefect
# ... prefect-specific setup ...
To use this configuration: 1. Install the required package:
pip install prefect-docker>=0.3.1
2. Make sure your Dockerfile is in the same directory as your
prefect.yaml
(or adjust the path in the
dockerfile
field) 3. Deploy using
prefect deploy
The Docker image will be built using the
prefect
target before the deployment is created.
j
@Marvin I don’t want to use a build step, I do it on a github action.
m
thought for 6.7 seconds
Ah, I understand now - you're building the Docker image in GitHub Actions and just want to specify which target to use when pulling the image for deployment. In this case, you can specify the target in the
job_variables
section of your work pool configuration. Here's how to modify your `prefect.yaml`:
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yaml
name: backend-flows
prefect-version: 3.4.7

build: null

push: null

pull:
  - prefect.deployments.steps.git_clone:
      repository: <https://github.com/repo/backend.git>
      branch: main
      access_token: "{{ prefect.blocks.secret.github-access-token }}"

deployments:
  - name: process
    tags: ["main"]
    entrypoint: flows/subfolder/process.py:lmain
    parameters: {}
    work_pool:
      name: my-workpool
      job_variables:
        image: my/docker/image:latest
        target: prefect  # Specifies which target to use when running the container
This configuration: 1. Maintains your existing setup where the image is built externally in GitHub Actions 2. Adds the
target: prefect
to the
job_variables
to specify which target from your multi-stage Dockerfile should be used 3. Keeps all your other configurations intact This assumes your Docker image is built with multi-stage builds and has a target named
prefect
defined in its Dockerfile.