<@ULVA73B9P>, my API emits a custom event to my Pr...
# marvin-in-the-wild
a
@Marvin, my API emits a custom event to my Prefect cloud using "prefect.events.emit_event." The issue is that sometimes I get duplicate events with the same information, while the API emits just one event. What can be the reason for this?
m
The issue with duplicate events might be due to a few potential reasons, as inferred from the search results: 1. Idempotent Emissions: Ensure that each emitted event is uniquely identifiable. Prefect uses identifiers such as
prefect.resource.id
, and if these identifiers are not unique or correctly set, Prefect might treat multiple emissions as the same event. 2. Network Retries: Network instability or interruptions might cause your event-emitting code to retry the emission, leading to duplicate events being registered in Prefect. Ensure your network and retry logic is robust. 3. Event Formatting: Properly format and include all required fields in your event emissions to avoid the system treating multiple emissions as separate entries due to missing information. 4. Prefect Cloud Interpretation: Ensure that the webhook or API endpoint receiving events in Prefect Cloud is correctly interpreting each event. Misconfigurations can lead to treating the same event as multiple different events. For more detailed information, you can refer to: - Prefect Events Documentation - Webhook Guide If this persists, consider tracing the execution in your API code or Prefect configurations for any subtle issues causing repeated emissions.
a
I'm using an unique identifier for my event, and I'm including all the required fields.
@Marvin I'm using an unique identifier for my event, and I'm including all the required fields.
m
If you are already using a unique identifier and including all required fields, the issue might lie elsewhere. Here are a few additional areas to investigate: ### Possible Causes and Solutions 1. Network and Connection Issues: - Problem: Temporary network issues might cause duplicate event submission due to retries, even if the API emits only one event. - Solution: Implement logic to ensure idempotency at the application level, where retries do not lead to multiple event submissions. 2. Concurrency: - Problem: If multiple instances of your application are running concurrently and emitting events, this might result in duplicates. - Solution: Ensure your event emission is thread-safe and that no concurrent emissions are happening. 3. Prefect Cloud Configuration: - Problem: There may be an issue with how Prefect Cloud is handling and processing these emitted events. - Solution: Review your configuration settings and consider reaching out to Prefect support to verify that there are no known issues or misconfigurations in your setup. ### Next Steps Let's look further into this by examining related GitHub issues and any specific troubleshooting steps recommended for these scenarios. It appears that there are no relevant GitHub issues addressing the problem of duplicate events when using
emit_event
in Prefect. This suggests that the issue might be specific to your implementation or environment. ### Further Troubleshooting Steps 1. Check for Multiple Event Emits: - Double-check your application logic to ensure that the
emit_event
function is not being called more than once unintentionally. 2. Review Retry Logic: - Ensure your retry logic for network requests or event emissions is idempotent. Applying exponential backoff strategies and idempotency keys can help prevent duplicate submissions. 3. Logging and Monitoring: - Implement detailed logging around your event emission code to track when and how events are being emitted. This can help identify any unexpected behavior or conditions leading to duplicates. 4. Prefect Support: - If none of the above steps resolve the issue, consider reaching out to Prefect support for additional assistance. They may be able to provide deeper insights or identify any underlying issues in the Prefect Cloud service. ### Documentation Links - Prefect Events Documentation - Webhook Guide Hopefully, these steps will help you pinpoint the cause of the duplicate events and resolve the issue.
a
@Marvin every time that we get a duplicated event, we get exactly 4 duplicated items, no more, no less
m
The detail that you always receive exactly four duplicate events is telling and can help narrow down the issue. This specific pattern suggests that the problem might be due to the maximum retry attempts or the configuration of the instances/sequences handling the event emission. ### Steps to Investigate and Resolve the Issue #### 1. Instance and Parallelism Configuration - Problem: If you are running multiple instances or workers that emit events simultaneously, they might be configured to process the same task concurrently, leading to duplicates. Four duplicates might indicate that there are four instances or threads processing and emitting the same event. - Solution: Check your deployment and instance configuration to ensure there are no unintended parallel executions. #### 2. Retry Logic and Network Stability - Problem: Network issues or retry logic might be causing the event to be sent multiple times. Some systems retry up to 3 times on top of the initial attempt, which would fit the pattern of receiving four events. - Solution: Review your retry logic and ensure it's properly implemented with idempotency checks. For example, using a unique event ID that can help Prefect recognize retries. #### 3. Event Emission Code Review - Carefully review the section of your code where
emit_event
is called for ensuring that it doesn't inadvertently get executed multiple times, perhaps due to loops or conditioned blocks being hit multiple times. ### Example Python Code for Idempotency Here’s a snippet to ensure idempotent event emission:
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python
import hashlib
from prefect.events import emit_event

def emit_unique_event(event_name: str, resource_id: str, payload: dict, unique_id: str) -> None:
    """
    Emit an event with idempotency using a unique identifier.
    
    Args:
        event_name (str): The name of the event.
        resource_id (str): The resource ID associated with the event.
        payload (dict): The payload data for the event.
        unique_id (str): A unique identifier for the event to prevent duplicate emissions.
    """
    # Create a unique hash for the event
    event_hash = hashlib.md5(f"{unique_id}".encode()).hexdigest()
    
    # Emit the event with the unique identifier
    emit_event(
        event=event_name,
        resource={"prefect.resource.id": resource_id},
        payload=payload,
        idempotency_key=event_hash  # Use the unique hash as the idempotency key
    )

# Usage
emit_unique_event(
    event_name="example.event",
    resource_id="my_unique_resource",
    payload={"data": "example_data"},
    unique_id="my_unique_event_id"
)
### Conclusion Given that the exact number of duplicates is four, I'd start by closely examining the instance or Worker (previously agent) configurations within your environment. Additionally, adding idempotency checks using unique identifiers as shown above should help mitigate duplicate emissions even if retries or parallel processes occur. If these steps don't resolve the issue, it might be time to collect more detailed logs and perhaps engage with Prefect support for deeper diagnostic assistance.
a
@Marvin to make sure that my Prefect cloud only expects one event and one event only, what should be my configuration for "thresold" and "within" parameter?
m
To ensure that Prefect Cloud processes only a single event and filters out duplicates, you can configure the
threshold
and
within
parameters for event triggers. Here’s how you should set these parameters: ### Parameters Explanation -
threshold
: The number of events that must occur to trigger the action. -
within
: The time frame within which these events must occur. ### Configuration for a Single Event To configure Prefect Cloud to expect just one event, you can set: -
threshold
:
1
-
within
:
0
(or a very short time frame) ### JSON Example Here’s an example configuration for setting up an event trigger to ensure only one event gets processed:
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json
{
  "type": "event",
  "posture": "Reactive",
  "expect": ["your.custom.event"],
  "threshold": 1,
  "within": 0,
  "match": {
    "prefect.resource.id": "your_custom_resource_id"
  }
}
### Usage in Incident Automations This configuration can be applied when automating incident responses or monitoring specific events in your Prefect flows. If you only want an event to trigger an action once, the above setup ensures that only a single occurrence of the event is taken into account. For more details: - Prefect Automations - Prefect Cloud Incident Management This should help enforce that only a single event is recognized by your Prefect Cloud setup, thereby eliminating duplicates caused by any retries or parallel executions.
a
@Marvin on the UI, when editing an event, there is an option toggle that is "resubmission (Optional)". What is the use of this?
m
The "resubmission (Optional)" toggle in the Prefect Cloud UI when editing an event allows you to specify whether an event can be resubmitted or retried under certain conditions. This option is particularly useful for ensuring robustness and reliability in event processing. ### Use Cases for Resubmission 1. Handling Failures: - If an event fails to process due to temporary issues (e.g., network glitches, service downtime), enabling resubmission ensures that the event is retried automatically without manual intervention. 2. Ensuring Delivery: - It provides a mechanism to guarantee at-least-once delivery of events by retrying submissions until they are successfully processed. 3. Preventing Duplicate Handling: - While resubmission guarantees that events are retried on failure, your system design should also ensure idempotency. This means ensuring that processing the same event multiple times does not lead to unintended side effects. ### Configuration Example In the Prefect Cloud UI, you can toggle the "resubmission" option to enable or disable this feature based on your requirement for specific events. ### Example: !

Prefect Cloud Resubmission Toggle

### Documentation Links: For further details, you can find relevant information in Prefect documentation: - Prefect Cloud Events - Prefect Automation and Triggers Guide ### Final Note When configuring this feature, ensure you have a good understanding of how retries might impact your event processing logic and the potential for duplicate handling within your application. By carefully managing retries and leveraging unique identifiers for events, you can achieve a robust and reliable event processing system in Prefect Cloud.