Paweł Biernat
10/08/2024, 7:44 AMMarvin
10/08/2024, 8:26 AMprefect.yaml
. The approach might differ between Prefect versions 2.x and 3.x. Let's gather the information from both versions to ensure you get the correct guidance. Hang on for a moment!
Prefect allows you to set result persistence for specific flows or tasks using the persist_result
option in both Prefect 2.x and 3.x versions, but with some differences in configuration specifics.
For Prefect 2.x, you can configure result persistence directly in the flow or task decorators in your code, but configuring it directly in the prefect.yaml
file is typically tied to deployment options like `persist_result`:
1. Flow Configuration:
- Persist results for a flow:
python
from prefect import flow
@flow(persist_result=True)
def my_flow():
pass
- This can be configured on a per-flow basis, even if not specified in prefect.yaml
.
2. Task Configuration:
- Example on disabling persistence for a specific task:
python
@task(persist_result=False)
def my_task():
pass
3. Result Storage Configuration:
- You can specify where to store results using result_storage
, but this is typically configured within the flow or task decorators rather than prefect.yaml
.
For Prefect 3.x, the configuration is similar with some extended features:
1. Flow and Task:
- You can enable persistence similarly:
python
from prefect import flow
@flow(persist_result=True)
def my_flow():
pass
- This enables persistence for all tasks within the flow by default unless overridden.
2. Result Storage:
- You can configure result storage using instantiated filesystem blocks, allowing greater flexibility especially when deploying using Prefect Cloud Services.
While the overarching approach is similar across Prefect versions, for prefect.yaml
, directly specifying persistence may not be straightforward as it ties into runtime and deployment settings. It's more common to define these settings in your code.
You may refer to the Prefect documentation for Prefect 2.x here and for Prefect 3.x here for further reading and examples.
Feel free to ask more questions if you need further clarification!