Mark Reyes
10/24/2024, 4:34 PMMarvin
10/24/2024, 4:34 PMState.result()
method to access the result of a task, and you can query the state to get its status. Here is a basic example of how you can use these features:
1. Submit a Task and Retrieve the Result:
You can use the submit()
method to run a task asynchronously and retrieve the result using the Future.result()
method.
python
import asyncio
from prefect import flow, task
@task
async def my_task():
return 1
@flow
async def my_flow():
future = await my_task.submit() # Submit the task
result = await future.result() # Retrieve the result
return result + 1
result = asyncio.run(my_flow())
assert result == 2
This code demonstrates submitting a task and retrieving its result once it completes. More details are available in the Prefect documentation here.
2. Check Task Status:
To check the status of a task, you can use the task's state. Prefect provides ways to retrieve the task state and status after it has been executed.
python
import asyncio
from prefect import flow, task
@task
async def my_task():
return 1
@flow
async def my_flow():
state = await my_task(return_state=True) # Get the task state
result = await state.result(fetch=True) # Retrieve the task result
status = state.state # Get the task status
print(f"Task Status: {status}")
return result + 1
asyncio.run(my_flow())
Here, state.state
gives you the current status of the task, and await state.result(fetch=True)
retrieves the result.
To ensure consistent behavior, Prefect 2.6.0 added automatic retrieval of persisted results. You might want to look into this feature if you plan to use result persistence.
Lastly, if you experience any issues with task execution or retrieval, the Prefect GitHub issues page is an excellent resource for troubleshooting similar problems Prefect GitHub Issues.
Feel free to reach out if you have any more questions or need further assistance!Mark Reyes
10/24/2024, 4:35 PMMarvin
10/24/2024, 4:35 PMCompleted
by comparing the state's type to COMPLETED
. States in Prefect have types and names that reflect their current condition, and COMPLETED
is one of the terminal state types.
Here's how you might typically check if a task's state is `Completed`:
python
from prefect import task, flow
from prefect.states import Completed
@task
def my_task():
return "result"
@flow
def my_flow():
state = my_task(return_state=True)
# Check if the task state is Completed
if state.type == Completed.type:
print("Task is completed!")
else:
print("Task is not completed.")
my_flow()
This example demonstrates how to access the task's state type and verify if it matches Completed
. For more information on states, you can refer to the Prefect documentation on states.Mark Reyes
10/24/2024, 4:37 PMMarvin
10/24/2024, 4:38 PMPrefectFuture
and print the result while checking if the task state is Completed
, you can use the result()
method to get the result and the state's type to verify its status. Here's how you can do this in Prefect 2:
python
import asyncio
from prefect import flow, task
from prefect.states import Completed
@task
async def my_task():
return "Task Result"
@flow
async def my_flow():
# Submit the task and retrieve the PrefectFuture
future = await my_task.submit()
# Retrieve the result from the future
result = await future.result()
print(f"Task Result: {result}")
# Check the task's state
state = future.get_state()
if state.type == Completed.type:
print("Task state is Completed.")
else:
print(f"Task state is not Completed. Current state: {state}")
asyncio.run(my_flow())
Here's a breakdown of what's happening:
- Submit the Task: await my_task.submit()
submits the task and returns a PrefectFuture
.
- Get Result: await future.result()
retrieves the result of the task once completed.
- Check State: future.get_state()
gets the current state of the task, which allows you to check if it is Completed
or some other state. If it is not Completed
, it prints the current state.
To learn more about PrefectFuture
and how it can be used to manage task states and results, please check out Prefect's documentation on task runners.