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Autonomous Performance Tuning for Kubernetes!

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Update Autotune design doc for ML APIs

validation is required for blank, invalid, multiple-label-sections blank-label yaml ``` apiVersion: "recommender.com/v1" kind: "Autotune" metadata: name: "blank-label" spec: sla: objective_function: "transaction_response_time" sla_class: "response_time" direction: "minimize" function_variables: - name: "transaction_response_time" query:...

priority

sla_class in app autotune yaml is not a mandatory field, currently DA is throwing error no-slaclass, null-slaclass, no-slaclass-value, blank-slaclass Expected behaviour: DA should create the object for the above cases

priority

Supporting a categorial tunable type requires CRD changes to the AutotuneConfig, updating the `Tunable` class and code changes to be able to handle the same.

minikube-mvp
analyzer

Applying autotune/examples/app-autotune.yaml failed with the below error with Autotune 0.0.5 release ``` kubectl apply -f app-autotune.yaml error: error validating "app-autotune.yaml": error validating data: ValidationError(Autotune.spec.datasource): missing required field "type" in com.recommender.v1.Autotune.spec.datasource;...

Autotune logs have a lot of information being logged. I see a lot of PodList details being logged with kruize/autotune_operator:0.0.5 docker image

minikube-mvp
analyzer

Include matchDeployment as a match criteria option in the autotune object

enhancement
minikube-mvp

Analyzer API doc needs to be updated with experiment_name and any other changes

minikube-mvp

First EM Patch #278 has been added to autotune. To make it easier for review and also for the followers of autotune I would like to make an incremental progress...

minikube-mvp

At present, the autotune object id can be obtained using the Dependency Analyzer APIs after applying the autotune.yaml. Instead there should be an easier way to get this info, might...

enhancement