Update ProvisioningRequest documentation by adding a new way of passing Parameters to ProvisioningRequest

site/content/en/docs/admission-check-controllers/provisioning.md

@@ -6,15 +6,27 @@ description: >
   An admission check controller providing kueue integration with cluster autoscaler.
 ---
 
-The Provisioning Admission Check Controller is an Admission Check Controller designed to integrate Kueue with [Kubernetes cluster-autoscaler](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler). Its primary function is to create [ProvisioningRequests](https://github.com/kubernetes/autoscaler/blob/4872bddce2bcc5b4a5f6a3d569111c11b8a2baf4/cluster-autoscaler/provisioningrequest/apis/autoscaling.x-k8s.io/v1beta1/types.go#L41) for the workloads holding [Quota Reservation](/docs/concepts/#quota-reservation) and keeping the [AdmissionCheckState](/docs/concepts/admission_check/#admissioncheckstate) in sync.
+The Provisioning AdmissionCheck Controller is an AdmissionCheck Controller designed to integrate Kueue with [Kubernetes cluster-autoscaler](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler). Its primary function is to create [ProvisioningRequests](https://github.com/kubernetes/autoscaler/blob/4872bddce2bcc5b4a5f6a3d569111c11b8a2baf4/cluster-autoscaler/provisioningrequest/apis/autoscaling.x-k8s.io/v1beta1/types.go#L41) for the workloads holding [Quota Reservation](/docs/concepts/#quota-reservation) and keeping the [AdmissionCheckState](/docs/concepts/admission_check/#admissioncheckstate) in sync.
 
-The controller is part of kueue. You can enable it by setting the `ProvisioningACC` feature gate. Check the [Installation](/docs/installation/#change-the-feature-gates-configuration) guide for details on feature gate configuration.
+The controller is part of Kueue. You can enable it by setting the `ProvisioningACC` feature gate. Check the [Installation](/docs/installation/#change-the-feature-gates-configuration) guide for details on feature gate configuration.
 
 The Provisioning Admission Check Controller is supported on [Kubernetes cluster-autoscaler](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler) versions 1.29 and later. However, some cloud-providers may not have an implementation for it.
 
-## Parameters
+## Usage
 
-This controller uses a `ProvisioningRequestConfig` as parameters, like:
+To use the Provisioning AdmissionCheck, create an [AdmissionCheck](docs/concepts/admission_check)
+with `kueue.x-k8s.io/provisioning-request` as a `.spec.controllerName` and create a ProvisioningRequest configuration usign a `ProvisioningRequestConfig` object. See an example below.
+
+## ProvisioningRequest configuration
+
+There are two ways to configure ProvisioningRequest sent for your Jobs.
+
+- **ProvisioningRequestConfig:** This configuration in the AdmissionCheck applies to all the jobs that go through this check.
+It enables you to set `provisioningClassName`, `managedResources`, and `parameters`
+- **Job annotation**: This configuration enables you to set `parameters` to a specific job. If both the annotation and the ProvisioningRequestConfig refer to the same parameter, the annotation value takes precedence.
+
+### ProvisioningRequestConfig
+A `ProvisioningRequestConfig` looks like the following:
 
 ```yaml
 apiVersion: kueue.x-k8s.io/v1beta1
@@ -33,6 +45,12 @@ Where:
 
 Check the [API definition](https://github.com/kubernetes-sigs/kueue/blob/main/apis/kueue/v1beta1/provisioningrequestconfig_types.go) for more details.
 
+### Job annotation
+
+Another way to pass ProvisioningRequest's [parameters](https://github.com/kubernetes/autoscaler/blob/0130d33747bb329b790ccb6e8962eedb6ffdd0a8/cluster-autoscaler/apis/provisioningrequest/autoscaling.x-k8s.io/v1beta1/types.go#L115) is by using Job annotations. Every annotation with the ***provreq.kueue.x-k8s.io/*** prefix will be directly passed to created ProvisioningRequest. E.g. `provreq.kueue.x-k8s.io/ValidUntilSeconds: "60"` will pass `ValidUntilSeconds` parameter with the value of `60`. See more examples below.
+
+Once Kueue creates a ProvisioningRequest for the job you submitted, modifying the value of annotations in the job will have no effect in the ProvisioningRequest.
+
 ## Example
 
 ### Setup

site/static/examples/provisioning/sample-job.yaml

@@ -5,6 +5,8 @@ metadata:
   namespace: default
   labels:
     kueue.x-k8s.io/queue-name: user-queue
+  annotations:
+    provreq.kueue.x-k8s.io/maxRunDurationSeconds: "600"
 spec:
   parallelism: 3
   completions: 3