merlin
01/11/2025, 12:46 AMfrom prefect_aws.secrets_manager import read_secret
to read a secret from a stored block. Provide a code example for Prefect 3, note my approach returns a coroutine in the REPL.Marvin
01/11/2025, 12:46 AMprefect_aws.secrets_manager
module isn't directly available in the Prefect 3.x API. This might be why you're encountering issues when trying to use read_secret
. Prefect 3.x has undergone significant changes, and some functionalities may have been moved or altered.
Here's a general approach you can take to read secrets from AWS Secrets Manager using Prefect 3.x:
1. Install Necessary Packages: Ensure you have the prefect-aws
package installed.
2. Use an Async Function: Prefect 3.x tasks often return coroutines, which need to be awaited.
Here's a basic example of how you might structure your code:
python
from prefect import flow, task
import boto3
import asyncio
@task
async def read_aws_secret(secret_name: str):
# Create a Secrets Manager client
session = boto3.session.Session()
client = session.client(service_name='secretsmanager')
# Use the client to retrieve the secret
get_secret_value_response = client.get_secret_value(SecretId=secret_name)
return get_secret_value_response['SecretString']
@flow
async def my_flow():
secret_name = "my_secret"
secret_value = await read_aws_secret(secret_name)
print(secret_value)
# Run the flow
if __name__ == "__main__":
asyncio.run(my_flow())
This example uses the boto3
library to interact with AWS Secrets Manager. The read_aws_secret
task is asynchronous, which aligns with Prefect 3.x's async-first design.
For more details on handling secrets and blocks in Prefect 3.x, you can refer to the Prefect documentation on secrets.merlin
01/11/2025, 12:46 AMimport json
from prefect import flow
from prefect.blocks.system import Secret
from prefect.states import Failed
from prefect_aws import AwsCredentials
from prefect_aws.secrets_manager import read_secret
from src.blocks.classes.credential_pair import CredentialPair
from src.config import PREFECT_AWS_SERVICE_USER
from src.config import PREFECT_G_SERVICE_SECRETNAME
@flow
def get_aws_secret(secret_name, return_string=False):
"""
Retrieves a secret string or binary from AWS Secrets Manager using a prefect_aws.AWSCredentials block that has IAM user credentials, whose user also has permissions to the secret.
Returns dictionary by default, whole secret as string if return_string=True
"""
secret_string = read_secret(
secret_name=secret_name
, aws_credentials=AwsCredentials.load(PREFECT_AWS_SERVICE_USER)
)
if return_string:
return secret_string
else:
return json.loads(secret_string)
When I run this, I get the error:
TypeError: the JSON object must be str, bytes or bytearray, not coroutine
Marvin
01/11/2025, 1:04 AMread_secret
function's signature from the Prefect AWS module. However, based on your description, it looks like read_secret
is an asynchronous function, which would explain why it returns a coroutine.
To fix the error you're encountering, you need to await
the coroutine returned by read_secret
. Here's how you can modify your flow to handle this:
python
import json
from prefect import flow
from prefect.blocks.system import Secret
from prefect_aws import AwsCredentials
from prefect_aws.secrets_manager import read_secret
from src.blocks.classes.credential_pair import CredentialPair
from src.config import PREFECT_AWS_SERVICE_USER
from src.config import PREFECT_G_SERVICE_SECRETNAME
@flow
async def get_aws_secret(secret_name, return_string=False):
"""
Retrieves a secret string or binary from AWS Secrets Manager using a prefect_aws.AWSCredentials block that has IAM user credentials, whose user also has permissions to the secret.
Returns dictionary by default, whole secret as string if return_string=True
"""
secret_string = await read_secret(
secret_name=secret_name,
aws_credentials=AwsCredentials.load(PREFECT_AWS_SERVICE_USER)
)
if return_string:
return secret_string
else:
return json.loads(secret_string)
# Run the flow
if __name__ == "__main__":
import asyncio
asyncio.run(get_aws_secret(PREFECT_G_SERVICE_SECRETNAME))
In this revised code, the get_aws_secret
function is defined as an asynchronous function, and the await
keyword is used to handle the coroutine returned by read_secret
. This should resolve the TypeError
you encountered. Make sure that any environment running this flow supports asynchronous execution.merlin
01/11/2025, 1:20 AMMarvin
01/11/2025, 1:22 AMread_secret
so that it can be used in a synchronous context, you can use Python's asyncio
module. Here's how you can create a wrapper function to achieve this:
python
import json
import asyncio
from prefect import flow
from prefect_aws import AwsCredentials
from prefect_aws.secrets_manager import read_secret
from src.blocks.classes.credential_pair import CredentialPair
from src.config import PREFECT_AWS_SERVICE_USER
from src.config import PREFECT_G_SERVICE_SECRETNAME
def sync_read_secret(secret_name, aws_credentials):
"""
Synchronously wrap the asynchronous read_secret function.
"""
loop = asyncio.get_event_loop()
return loop.run_until_complete(read_secret(secret_name=secret_name, aws_credentials=aws_credentials))
@flow
def get_aws_secret(secret_name, return_string=False):
"""
Retrieves a secret string or binary from AWS Secrets Manager using a prefect_aws.AWSCredentials block that has IAM user credentials, whose user also has permissions to the secret.
Returns dictionary by default, whole secret as string if return_string=True
"""
secret_string = sync_read_secret(
secret_name=secret_name,
aws_credentials=AwsCredentials.load(PREFECT_AWS_SERVICE_USER)
)
if return_string:
return secret_string
else:
return json.loads(secret_string)
# Run the flow
if __name__ == "__main__":
secret = get_aws_secret(PREFECT_G_SERVICE_SECRETNAME)
print(secret)
### Explanation:
- sync_read_secret
Function: This function creates an event loop and runs the asynchronous read_secret
function within it. This allows you to call read_secret
in a synchronous manner.
- Event Loop Management: asyncio.get_event_loop()
is used to get the current event loop, and run_until_complete
runs the coroutine until it completes.
This approach allows you to maintain a synchronous interface while still leveraging asynchronous operations under the hood.Marvin
01/11/2025, 1:22 AMasyncio.run
or asyncio.get_event_loop().run_until_complete
. Here's how you can wrap read_secret
to make it synchronous:
python
import json
import asyncio
from prefect import flow
from prefect.blocks.system import Secret
from prefect_aws import AwsCredentials
from prefect_aws.secrets_manager import read_secret
from src.blocks.classes.credential_pair import CredentialPair
from src.config import PREFECT_AWS_SERVICE_USER
from src.config import PREFECT_G_SERVICE_SECRETNAME
def sync_read_secret(secret_name, aws_credentials):
"""
Synchronously wraps the asynchronous read_secret function.
"""
loop = asyncio.get_event_loop()
return loop.run_until_complete(read_secret(
secret_name=secret_name,
aws_credentials=aws_credentials
))
@flow
def get_aws_secret(secret_name, return_string=False):
"""
Retrieves a secret string or binary from AWS Secrets Manager using a prefect_aws.AWSCredentials block that has IAM user credentials, whose user also has permissions to the secret.
Returns dictionary by default, whole secret as string if return_string=True
"""
secret_string = sync_read_secret(
secret_name=secret_name,
aws_credentials=AwsCredentials.load(PREFECT_AWS_SERVICE_USER)
)
if return_string:
return secret_string
else:
return json.loads(secret_string)
# Run the flow
if __name__ == "__main__":
secret = get_aws_secret(PREFECT_G_SERVICE_SECRETNAME)
print(secret)
This sync_read_secret
function uses asyncio.get_event_loop().run_until_complete
to run the asynchronous read_secret
function in a synchronous manner. This approach allows you to maintain a synchronous flow while still leveraging asynchronous functions.