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Reviewed-by: Pruthi, Vineet <vineet.pruthi@t-systems.com> Co-authored-by: Wu Dayong <wudayong1@noreply.gitea.eco.tsi-dev.otc-service.com> Co-committed-by: Wu Dayong <wudayong1@noreply.gitea.eco.tsi-dev.otc-service.com>
2.3 KiB
2.3 KiB
Alarm Status of a Deployed Real-Time Service
Symptom
A deployed real-time service is in the Alarm state.
Solution
The prediction using a real-time service that is in the Alarm state may fail. Perform the following operations to locate the fault and deploy the service again:
- Check whether there are too many prediction requests on the backend.
If you call APIs for prediction, check whether there are too many prediction requests. A large number of prediction requests lead to the alarm state of the real-time service.
- Check whether the service memory is functional.
Check whether memory overflow or leakage occurs in the inference code.
- Check whether the model is running properly.
If the model fails, for example, the associated resources are faulty, check inference logs.
Parent topic: Model Deployment