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Added docs for raw deployment autoscaling. #312

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@andyi2it andyi2it commented Nov 6, 2023

"Fixes #303" Update Autoscaling docs for Raw deployment mode

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Signed-off-by: Andrews Arokiam <andrews.arokiam@ideas2it.com>
Signed-off-by: Andrews Arokiam <andrews.arokiam@ideas2it.com>
Comment on lines +515 to +519
serving.kserve.io/deploymentMode: RawDeployment
serving.kserve.io/autoscalerClass: hpa
serving.kserve.io/metric: cpu
serving.kserve.io/targetUtilizationPercentage: "80"
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these are the annotations for the old schema

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also document the possible supported metric type for RawDeployment mode

### HPA in Raw Deployment

When using Kserve with the `RawDeployment` mode, Knative is not installed. In this mode, if you deploy an `InferenceService`, Kserve uses **Kubernetes’ Horizontal Pod Autoscaler (HPA)** for autoscaling instead of **Knative Pod Autoscaler (KPA)**. For more information about Kserve's autoscaler, you can refer [`this`](https://kserve.github.io/website/master/modelserving/v1beta1/torchserve/#knative-autoscaler)
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better to refer to the official Knative autoscaler doc.

The default for scaleMetric is `concurrency` and possible values are `concurrency`, `rps`, `cpu` and `memory`.

## Autoscaler for Kserve's Raw Deployment Mode
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Maybe worth separate page for this, this doc is a bit too long.

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Update Autoscaling docs for KServe Raw Deployment Mode
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