Utku Somer
03/08/2024, 9:40 AMScout
03/08/2024, 9:40 AMAssetCheckResult
to return a warning based on certain conditions that you define. Here's an example from the documentation that illustrates how you might implement a warning in an asset check: python from dagster import asset, AssetCheckResult, AssetCheckSeverity @asset def my_asset(): # ... logic to materialize the asset ... pass @asset_check(asset=my_asset) def my_asset_check(_): # ... logic to determine if a warning should be issued ... condition = True # Replace with actual condition check if condition: return AssetCheckResult( success=True, severity=AssetCheckSeverity.WARN, message="This is a warning message." )
In this example, my_asset_check
is an asset check associated with my_asset
. If the condition within the check evaluates to True
, it returns an AssetCheckResult
with a warning severity, indicating that the asset materialized successfully but there is a warning message associated with it. Please note that the exact implementation and available features may vary depending on the version of Dagster you are using, so it's always a good idea to consult the latest documentation for the most up-to-date information.Utku Somer
03/22/2024, 12:26 PMScout
03/22/2024, 12:26 PMsmtplib
for SMTP servers or an API client for services like SendGrid or AWS SES.
2. Attach the hook to your asset or asset check. You can use the @success_hook
or @failure_hook
decorators to trigger the hook based on the outcome of the asset materialization.
3. In the hook implementation, check for warnings and send an email if necessary.
Here's a simplified example of how you might define and use a hook to send an email:
python
from dagster import asset, AssetCheckResult, AssetCheckSeverity, success_hook, HookContext
# Define a hook that sends an email
@success_hook(required_resource_keys={"email_client"})
def email_on_warning(context: HookContext):
# Check if there are any warnings in the context
for event in context.event_list:
if event.event_type_value == "ASSET_MATERIALIZATION" and event.message:
# Extract the warning message
warning_message = event.message
# Use an email client resource to send the email
context.resources.email_client.send_email(
subject="Dagster Asset Warning",
body=f"Warning during asset materialization: {warning_message}",
# Add additional email parameters as needed
)
# Define an asset with a warning check
@asset
def my_asset():
# ... logic to materialize the asset ...
pass
@asset_check(asset=my_asset)
def my_asset_check(_):
# ... logic to determine if a warning should be issued ...
condition = True # Replace with actual condition check
if condition:
return AssetCheckResult(
success=True,
severity=AssetCheckSeverity.WARN,
message="This is a warning message."
)
# Attach the hook to the asset
my_asset.with_hooks({email_on_warning})
In this example, email_on_warning
is a hook that sends an email when it's triggered. The email_client
is a hypothetical resource that you would need to define that handles the actual email sending logic. The my_asset_check
function issues a warning, and the email_on_warning
hook is attached to the my_asset
asset using the with_hooks
method.
Please note that thiScout
03/22/2024, 12:26 PM