Azure Machine Learning
An Azure machine learning service for building and deploying models.
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Resilience Test tools/services for DevOps and MLOps in Azure
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Raja
1
Reputation point
what are the tools or services can be used for Resilience Test for DevOps and MLOps in Azure.
Can you please suggest any azure native service or 3rd party tools?
I want to cover the below scopes as part of Resilience Test for DevOps and MLOps
idempotency,
graceful degradation
retry policy
circuit breaker
performance
{count} votes
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romungi-MSFT 42,321 Reputation points Microsoft Employee2022-08-12T07:51:11.613+00:00 @Raja With respect to MLOps there is a recent development to use Azure machine learning events(preview) with other services of Azure to trigger actions. This is primarily managed by Azure Event Grid.
If you are looking to test the endpoint performance then you might look at the metrics when app insights are enabled. This can also stream data to log analytics workspace or storage or event hub or a 3rd party solution for further insights and processing.
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