Matt Alhonte
06/07/2024, 10:32 PMcapacity_provider
arg?Marvin
06/07/2024, 10:32 PMcapacity_provider
argument in Prefect 2.x. Here is an example configuration based on the information retrieved:
### JSON Configuration for ECS Worker
json
{
"family": "prefect-worker-task",
"networkMode": "awsvpc",
"requiresCompatibilities": [
"FARGATE"
],
"cpu": "512",
"memory": "1024",
"executionRoleArn": "<your-ecs-task-role-arn>",
"taskRoleArn": "<your-ecs-task-role-arn>",
"containerDefinitions": [
{
"name": "prefect-worker",
"image": "prefecthq/prefect:2-latest",
"cpu": 512,
"memory": 1024,
"essential": true,
"command": [
"/bin/sh",
"-c",
"pip install prefect-aws && prefect worker start --pool my-ecs-pool --type ecs"
],
"environment": [
{
"name": "PREFECT_API_URL",
"value": "<your-prefect-api-url>"
},
{
"name": "PREFECT_API_KEY",
"value": "<your-prefect-api-key>"
}
],
"capacityProviderStrategy": [
{
"capacityProvider": "FARGATE",
"weight": 1
}
]
}
]
}
### Note
Replace the placeholder values (<your-ecs-task-role-arn>
, <your-prefect-api-url>
, <your-prefect-api-key>
) with your actual configuration details.
#### References:
- ECS Worker Guide
- ECS Worker Configuration
If you need further assistance or a more specialized configuration, feel free to ask.Matt Alhonte
06/07/2024, 10:35 PM.deploy
syntaxMatt Alhonte
06/07/2024, 10:47 PM.deploy
syntaxMarvin
06/07/2024, 10:47 PM.deploy
syntax for ECS workers with the capacity_provider
argument. Here is how you can structure your deployment configuration in Python utilizing the .deploy
syntax from Prefect.
### Example using .deploy
with ECS Worker and capacity_provider
First, ensure you have the prefect-aws
package installed:
shell
pip install prefect-aws
Here's how you might write a deployment script:
python
from prefect.deployments import Deployment
from prefect.infrastructure.aws import ECSTask
from prefect.flow_runners import SubprocessFlowRunner
# Define ECS Task configuration
ecs_task = ECSTask(
image="prefecthq/prefect:2-latest",
task_role_arn="<your-ecs-task-role-arn>",
execution_role_arn="<your-ecs-task-role-arn>",
cpu=512,
memory=1024,
capacity_provider_strategy=[{"capacityProvider": "FARGATE", "weight": 1}]
)
# Define Deployment using ECS Task
deployment = Deployment(
flow_location="<your-python-flow-script.py>",
name="example-ecs-deployment",
infrastructure=ecs_task,
flow_runner=SubprocessFlowRunner()
)
# Apply Deployment
deployment.apply()
### Important Parameters:
- task_role_arn
and `execution_role_arn`: Replace these with the appropriate IAM roles.
- `capacity_provider_strategy`: Defines the capacity provider with FARGATE
.
Remember to replace the placeholders with actual values relevant to your AWS environment.
For further details and updates, refer to the ECS Worker Guide directly:
- ECS Worker Guide
If you face any specific issues, it might be helpful to refer to Prefect documentation or open an issue on Prefect's GitHub repository.Bring your towel and join one of the fastest growing data communities. Welcome to our second-generation open source orchestration platform, a completely rethought approach to dataflow automation.
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