Charles Liu
09/19/2024, 7:35 PMMarvin
09/19/2024, 7:35 PMprefect.yaml
configuration file, you need to adjust the container create options using the appropriate fields.
Here’s a summary based on the documentation for both Prefect 2.x and 3.x:
1. Prefect 2.x:
- The container create command, as part of the ACI configuration, includes options like --cpu
and --memory
to set the resource limits for your containers (Prefect 2.x ACI Integration).
2. Prefect 3.x:
- When configuring an ACI work pool, you typically need to update fields such as Identities
, ACRManagedIdentity
, and potentially resource specifications like memory. You would navigate to the Edit page of your ACI work pool to update these settings (Prefect 3.x ACI Worker).
## Example Configuration for prefect.yaml
Here’s an example snippet on how you might configure it in `prefect.yaml`:
yaml
work_pool:
name: default-agent-pool
job_variables:
container:
resources:
requests:
memory: "4Gi" # Adjust memory here
cpu: "2" # You might want to adjust CPU as well
This snippet specifies the resource requests for memory and CPU for the ACI containers. Make sure to replace the values with the desired memory and CPU limits.
If you have specific requirements for how to apply this for your version, please provide further details, and I can guide you accordingly!Charles Liu
09/19/2024, 7:40 PMMarvin
09/19/2024, 7:41 PMprefect.yaml
file.
### Prefect 3.x Specifics:
In Prefect 3.x, more comprehensive resource settings can be specified directly within the prefect.yaml
file for better integration and deployment management. Prefect 3.x encourages using the prefect.yaml
for defining various infrastructure-specific settings.
### Example for Prefect 3.x:
Here’s a more detailed snippet aligned with Prefect 3.x configurations:
yaml
# prefect.yaml
prefect-version: 3.x
name: my-flow
work_pool:
name: default-agent-pool
work_queue_name: default
job_variables:
container:
resources:
requests:
memory: "4Gi"
cpu: "2"
image: prefecthq/prefect:3-python3.10
### Key Differences:
1. Resource Configuration Placement:
- Prefect 2.x: Often relies on external CLI commands for resource configurations.
- Prefect 3.x: Embeds these configurations within the prefect.yaml
file for better control and management.
2. Syntax and Hierarchy:
- Prefect 2.x can involve direct Azure CLI commands, sometimes external to the prefect.yaml
.
- Prefect 3.x focuses more on defining those parameters directly within the YAML structure.
### Steps to Confirm:
To be certain of the exact fields and methods for your specific setup and version, always refer to the official Prefect documentation:
- Prefect 2.x ACI Integration: Prefect 2.x ACI Integration
- Prefect 3.x ACI Worker: Prefect 3.x ACI Worker
Feel free to provide more context or ask further questions if you need detailed step-by-step assistance!Nate
09/19/2024, 9:16 PMCharles Liu
09/19/2024, 9:57 PM