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09/19/2024, 8:37 AMMarvin
09/19/2024, 8:38 AMprefect deploy command instead of the deprecated prefect deployment build command. The prefect deploy command relies on a prefect.yaml file for deployment configurations.
Here's what you need to do:
1. Create a prefect.yaml file in your project root directory: This file will define your deployment configuration.
2. Use the prefect deploy command in your script: This will read the configurations from the prefect.yaml file.
Given the functionality in your script, the prefect.yaml file might look something like this:
yaml
# prefect.yaml
# generic metadata
prefect-version: 2.x
name: your-flow-name
# preparation steps
build:
- prefect.deployments.steps.run_shell_script:
id: get-commit-hash
script: git rev-parse --short HEAD
# runtime steps
pull:
- prefect.infrastructure.docker.deployments.pull_docker_image:
image_name: "{{ docker_build.image_name }}:{{ get-commit-hash.stdout }}"
tag: latest
# deployment configurations
deployments:
- name: your-deployment-name
version: "0.1"
description: "Deployment description"
tags:
- "environment"
- "parameters.parent"
- "parameters.child1"
- "parameters.child2"
entrypoint: "path_to_your_flow:flow_function"
parameters:
key: value
infra_overrides:
image: "{{ docker_build.image_name }}:{{ get-commit-hash.stdout }}"
work_pool:
name: work_pool_name
job_variables: {}
### Adjust your Azure Pipeline Script
Once you have the prefect.yaml file set up, modify your Azure pipeline script to use the prefect deploy command. Here is an adjusted version:
yaml
- script: |
prefect cloud login --key $KEY --workspace $(PREFECT_WORKSPACE_NAME)
prefect deploy --name $(deployname)${{ parameters.deploy_suffix }}.$(environment) \
--version "$(Build.DefinitionName)$(Build.BuildNumber)" \
--work-queue $(workqueue) \
--tag $(environment) \
--tag ${{ parameters.parent }} \
--tag ${{ parameters.child1 }} \
--tag ${{ parameters.child2 }} \
$(concurrency_limit_string)
workingDirectory: $(projectpath)
displayName: 'Deploy to prefect'
env:
KEY: $(PREFECT_API_KEY)
### Resources
1. Prefect deployment documentation
2. Prefect example deployments
This approach ensures that your configurations are future-proof, adhering to the updated Prefect guidelines. If you have more specific requirements or issues, feel free to ask!Marvin
09/19/2024, 8:44 AMpipeline.yml file in Azure Pipeline and a prefect.yaml file for Prefect serve different purposes, but they can work together seamlessly. The pipeline.yml file defines the pipeline execution steps, triggers, jobs, and parameters, while the prefect.yaml file is specific to Prefect, defining how your flows are deployed, managed, and executed.
Let's break down the differences and how you can integrate Prefect's configurations:
### pipeline.yml Overview:
- Defines pipeline triggers, jobs, and task sequences in Azure Pipelines.
- Configurable using parameters that can be passed down to jobs.
### prefect.yaml Overview:
- Specifies metadata, build, push, and deployment configurations for Prefect flows.
- Used by the prefect deploy command to manage flow deployments.
### Integration:
You need to define your Prefect-related flow configurations in a prefect.yaml file and reference this file within your Azure pipeline script to deploy your flow using the prefect deploy command.
### Example: Converting Your Master Template
1. Create a prefect.yaml File:
Define the flow deployment configurations. Here's an example:
yaml
# prefect.yaml
prefect-version: 2.x
name: your-flow-name
# preparation steps
build:
- prefect.deployments.steps.run_shell_script:
id: get-commit-hash
script: git rev-parse --short HEAD
# deployment configurations
deployments:
- name: $(deployname)
version: "0.1"
description: "Deployment description"
tags:
- "env"
- "($(parent))"
- "($(child1))"
- "($(child2))"
entrypoint: "path_to_your_flow:flow_function"
parameters:
key: value
infra_overrides:
image: "$(imagerepo):$(varimage)"
work_pool:
name: work_pool_name
job_variables: {}
2. Adjust Your pipeline.yml Script:
Make sure your Azure pipeline script triggers the Prefect deploy command and references your prefect.yaml file.
yaml
# pipeline.yml file
variables:
parent: 'parent'
child1: 'child1'
child2: 'child2'
trigger:
branches:
include:
- main
- production
paths:
include: # Include!
- 'branch/to/files/*'
jobs:
- template: ../../../deployfiles/master-template.yml
parameters:
parent: ${{ variables.parent }}
child1: ${{ variables.child1 }}
child2: ${{ variables.child2 }}
flowname: "flow_name"
flowfile: "flowfile"
image: '4.0'
cron: '*/30 * * * *'
day_or: 'False'
concurrency_limit: '1'
3. Master Template Script Update:
yaml
# master-template.yml
... # other steps
- script: |
prefect cloud login --key $KEY --workspace $(PREFECT_WORKSPACE_NAME)
prefect deploy --name $(parameters.flowname)${{ parameters.deploy_suffix }}.$(environment) \
--version "$(Build.DefinitionName)$(Build.BuildNumber)" \
--work-queue $(workqueue) \
--tag $(environment) \
--tag ${{ parameters.parent }} \
--tag ${{ parameters.child1 }} \
--tag ${{ parameters.child2 }} \
$(concurrency_limit_string)
workingDirectory: $(projectpath)
displayName: 'Deploy to prefect'
env:
KEY: $(PREFECT_API_KEY)
### Summary:
- Keep your existing pipeline.yml file for Azure Pipelines.
- Create a new prefect.yaml file for Prefect-specific flow configurations.
- Reference the prefect.yaml file in the deploy command within your Azure pipeline script.
This setup will ensure a smooth transition to using the prefect deploy command while maintaining your Azure Pipelines configurations. If you have any further questions or need help with specific parts, feel free to ask!