Repository: kubernetes-sigs/gateway-api-inference-extension

Issue:
Flaky TestPrefixPluginChatCompletionsGrowth test
Flaked during a presubmit run for https://github.com/kubernetes-sigs/gateway-api-inference-extension/pull/1572 


https://prow.k8s.io/view/gs/kubernetes-ci-logs/pr-logs/pull/kubernetes-sigs_gateway-api-inference-extension/1572/pull-gateway-api-inference-extension-test-unit-main/1966383296988319744

/cc @vMaroon 

Hints from issue comments:
@ahg-g: Failed here too: https://github.com/kubernetes-sigs/gateway-api-inference-extension/pull/1515#issuecomment-3285472718

Solution patch:
diff --git a/config/charts/inferencepool/README.md b/config/charts/inferencepool/README.md
index c7374bc..5a5663d 100644
--- a/config/charts/inferencepool/README.md
+++ b/config/charts/inferencepool/README.md
@@ -117,6 +117,30 @@ Then apply it with:
 helm install vllm-llama3-8b-instruct ./config/charts/inferencepool -f values.yaml
 ```
 
+### Install with Monitoring
+
+To enable metrics collection and monitoring for the EndpointPicker, you can configure Prometheus ServiceMonitor creation:
+
+```yaml
+inferenceExtension:
+  monitoring:
+    interval: "10s"
+    prometheus:
+      enabled: true
+    secret:
+      name: inference-gateway-sa-metrics-reader-secret
+```
+
+**Note:** Prometheus monitoring requires the Prometheus Operator and ServiceMonitor CRD to be installed in the cluster.
+
+For GKE environments, monitoring is automatically configured when `provider.name` is set to `gke`.
+
+Then apply it with:
+
+```txt
+helm install vllm-llama3-8b-instruct ./config/charts/inferencepool -f values.yaml
+```
+
 ## Uninstall
 
 Run the following command to uninstall the chart:
@@ -147,6 +171,9 @@ The following table list the configurable parameters of the chart.
 | `inferenceExtension.affinity`               | Affinity for the endpoint picker. Defaults to `{}`.                                                                    |
 | `inferenceExtension.tolerations`            | Tolerations for the endpoint picker. Defaults to `[]`.                                                                 |
 | `inferenceExtension.flags.has-enable-leader-election` | Enable leader election for high availability. When enabled, only one EPP pod (the leader) will be ready to serve traffic.       |
+| `inferenceExtension.monitoring.interval`   | Metrics scraping interval for monitoring. Defaults to `10s`.                                                           |
+| `inferenceExtension.monitoring.secret.name` | Name of the service account token secret for metrics authentication. Defaults to `inference-gateway-sa-metrics-reader-secret`. |
+| `inferenceExtension.monitoring.prometheus.enabled` | Enable Prometheus ServiceMonitor creation for EPP metrics collection. Defaults to `false`.                      |
 | `inferenceExtension.pluginsCustomConfig`    | Custom config that is passed to EPP as inline yaml.      |
 | `provider.name`                             | Name of the Inference Gateway implementation being used. Possible values: `gke`. Defaults to `none`.                   |
 
diff --git a/config/charts/inferencepool/templates/epp-sa-token-secret.yaml b/config/charts/inferencepool/templates/epp-sa-token-secret.yaml
new file mode 100644
index 0000000..9abee0f
--- /dev/null
+++ b/config/charts/inferencepool/templates/epp-sa-token-secret.yaml
@@ -0,0 +1,12 @@
+{{- if or .Values.inferenceExtension.monitoring.prometheus.enabled .Values.inferenceExtension.monitoring.gke.enabled }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ .Values.inferenceExtension.monitoring.secret.name }}
+  namespace: {{ .Release.Namespace }}
+  labels:
+    {{- include "gateway-api-inference-extension.labels" . | nindent 4 }}
+  annotations:
+    kubernetes.io/service-account.name: {{ include "gateway-api-inference-extension.name" . }}
+type: kubernetes.io/service-account-token
+{{- end }}
\ No newline at end of file
diff --git a/config/charts/inferencepool/templates/epp-servicemonitor.yaml b/config/charts/inferencepool/templates/epp-servicemonitor.yaml
new file mode 100644
index 0000000..e4788ba
--- /dev/null
+++ b/config/charts/inferencepool/templates/epp-servicemonitor.yaml
@@ -0,0 +1,25 @@
+{{- if .Values.inferenceExtension.monitoring.prometheus.enabled }}
+apiVersion: monitoring.coreos.com/v1
+kind: ServiceMonitor
+metadata:
+  name: {{ include "gateway-api-inference-extension.name" . }}-monitor
+  namespace: {{ .Release.Namespace }}
+  labels:
+    {{- include "gateway-api-inference-extension.labels" . | nindent 4 }}
+spec:
+  endpoints:
+  - interval: {{ .Values.inferenceExtension.monitoring.interval }}
+    port: "http-metrics"
+    path: "/metrics"
+    authorization:
+      credentials:
+        key: token
+        name: {{ .Values.inferenceExtension.monitoring.secret.name }}
+  jobLabel: {{ include "gateway-api-inference-extension.name" . }}
+  namespaceSelector:
+    matchNames:
+    - {{ .Release.Namespace }}
+  selector:
+    matchLabels:
+      {{- include "gateway-api-inference-extension.labels" . | nindent 6 }}
+{{- end }}
diff --git a/config/charts/inferencepool/templates/gke.yaml b/config/charts/inferencepool/templates/gke.yaml
index 470063c..f2296aa 100644
--- a/config/charts/inferencepool/templates/gke.yaml
+++ b/config/charts/inferencepool/templates/gke.yaml
@@ -46,15 +46,15 @@ spec:
   endpoints:
   - port: metrics
     scheme: http
-    interval: 5s
+    interval: {{ .Values.inferenceExtension.monitoring.interval }}
     path: /metrics
     authorization:
       type: Bearer
       credentials:
         secret:
-          name: {{ .Values.gke.monitoringSecret.name }}
+          name: {{ .Values.inferenceExtension.monitoring.secret.name }}
           key: token
-          namespace: {{ .Values.gke.monitoringSecret.namespace }}
+          namespace: {{ .Release.Namespace }}
   selector:
     matchLabels:
       {{- include "gateway-api-inference-extension.selectorLabels" . | nindent 8 }}
diff --git a/config/charts/inferencepool/templates/rbac.yaml b/config/charts/inferencepool/templates/rbac.yaml
index 7ff534f..ebe68c3 100644
--- a/config/charts/inferencepool/templates/rbac.yaml
+++ b/config/charts/inferencepool/templates/rbac.yaml
@@ -17,6 +17,12 @@ rules:
   - subjectaccessreviews
   verbs:
   - create
+{{- if .Values.inferenceExtension.monitoring.prometheus.enabled }}
+- nonResourceURLs:
+  - "/metrics"
+  verbs:
+  - get
+{{- end }}
 ---
 kind: ClusterRoleBinding
 apiVersion: rbac.authorization.k8s.io/v1
diff --git a/config/charts/inferencepool/values.yaml b/config/charts/inferencepool/values.yaml
index d45e6ed..f61b64e 100644
--- a/config/charts/inferencepool/values.yaml
+++ b/config/charts/inferencepool/values.yaml
@@ -40,6 +40,17 @@ inferenceExtension:
 
   tolerations: []
 
+  # Monitoring configuration for EPP
+  monitoring:
+    interval: "10s"
+    # Service account token secret for authentication
+    secret:
+      name: inference-gateway-sa-metrics-reader-secret
+
+    # Prometheus ServiceMonitor will be created when enabled for EPP metrics collection
+    prometheus:
+      enabled: false
+
 inferencePool:
   targetPorts:
     - number: 8000
@@ -56,7 +67,3 @@ inferencePool:
 provider:
   name: none
 
-gke:
-  monitoringSecret:
-    name: inference-gateway-sa-metrics-reader-secret
-    namespace: default
diff --git a/docs/endpoint-picker.svg b/docs/endpoint-picker.svg
index 3ec8eed..6f4b9cf 100644
--- a/docs/endpoint-picker.svg
+++ b/docs/endpoint-picker.svg
@@ -1,3 +1,5 @@
-<svg version="1.1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1452.6284042512102 785.1072998046875" width="1452.6284042512102" height="785.1072998046875"><!-- svg-source:excalidraw --><metadata></metadata><defs><style class="style-fonts">
-      @font-face { font-family: Excalifont; src: 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style="white-space: pre;" direction="ltr" dominant-baseline="alphabetic">   requests</text></g><g stroke-linecap="round"><g transform="translate(466.70349253341556 319.4214301116765) rotate(0 -133.21484375 45.662109375)"><path d="M0.85 -1.12 C-25.83 1.76, -116.7 1.03, -161.23 16.39 C-205.76 31.75, -248.8 78.51, -266.33 91.04" stroke="#2f9e44" stroke-width="2.5" fill="none" stroke-dasharray="8 10"></path></g><g transform="translate(466.70349253341556 319.4214301116765) rotate(0 -133.21484375 45.662109375)"><path d="M-22.02 8.97 C-19.1 7.6, -11.91 4.8, 0.85 -1.12" stroke="#2f9e44" stroke-width="2.5" fill="none"></path></g><g transform="translate(466.70349253341556 319.4214301116765) rotate(0 -133.21484375 45.662109375)"><path d="M-23.16 -8.09 C-20.13 -5.95, -12.71 -5.23, 0.85 -1.12" stroke="#2f9e44" stroke-width="2.5" fill="none"></path></g></g><mask></mask><g transform="translate(277.3282506200807 346.804443359375) rotate(0 72.95104625491925 25)"><text x="72.95104625491925" y="17.5" 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\ No newline at end of file
diff --git a/docs/scheduler-flowchart.png b/docs/scheduler-flowchart.png
deleted file mode 100644
index 4459ef1..0000000
Binary files a/docs/scheduler-flowchart.png and /dev/null differ
diff --git a/pkg/epp/README.md b/pkg/epp/README.md
index df5c213..966aed5 100644
--- a/pkg/epp/README.md
+++ b/pkg/epp/README.md
@@ -20,9 +20,4 @@ An EPP instance handles a single `InferencePool` (and so for each `InferencePool
   - The EPP generates metrics to enhance observability.
   - It reports InferenceObjective-level metrics, further broken down by target model.
   - Detailed information regarding metrics can be found on the [website](https://gateway-api-inference-extension.sigs.k8s.io/guides/metrics/).
-
-
-## Scheduling Algorithm 
-The scheduling package implements request scheduling algorithms for load balancing requests across backend pods in an inference gateway. The scheduler ensures efficient resource utilization while maintaining low latency and prioritizing critical requests. It applies a series of filters based on metrics and heuristics to select the best pod for a given request. The following flow chart summarizes the current scheduling algorithm
-
-<img src="../../docs/scheduler-flowchart.png" alt="Scheduling Algorithm" width="400" />
+  
\ No newline at end of file
diff --git a/site-src/api-types/inferencemodel.md b/site-src/api-types/inferencemodel.md
index 54fe573..fbf27ec 100644
--- a/site-src/api-types/inferencemodel.md
+++ b/site-src/api-types/inferencemodel.md
@@ -16,4 +16,4 @@ An InferenceModel allows the Inference Workload Owner to define:
 
 ## Spec
 
-The full spec of the InferenceModel is defined [here](/reference/spec/#inferencemodel).
\ No newline at end of file
+The full spec of the InferenceModel is defined [here](/reference/x-spec/#inferencemodel).
\ No newline at end of file
diff --git a/site-src/gieps/overview.md b/site-src/gieps/overview.md
index 438a0ff..df28fae 100644
--- a/site-src/gieps/overview.md
+++ b/site-src/gieps/overview.md
@@ -1,7 +1,7 @@
 # Gateway Inference Enhancement Proposal (GIEP)
 
 Gateway Inference Enhancement Proposals (GIEPs) serve a similar purpose to the
-[GIEP](https://gateway-api.sigs.k8s.io/GIEPs/overview/) process for the main
+[GEP](https://gateway-api.sigs.k8s.io/GEPs/overview/) process for the main
 Gateway API project:
 
 1. Ensure that changes to the API follow a known process and discussion in the
@@ -107,17 +107,17 @@ Before creating a GIEP, share your high level idea with the community. There are
 several places this may be done:
 
 - A [new GitHub
-  Discussion](https://github.com/kubernetes-sigs/gateway-api/discussions/new)
-- On our [Slack Channel](https://kubernetes.slack.com/archives/CR0H13KGA)
+  Discussion](https://github.com/kubernetes-sigs/gateway-api-inference-extension/discussions/new)
+- On our [Slack Channel](https://kubernetes.slack.com/archives/C08E3RZMT2P)
 - On one of our [community
-  meetings](https://gateway-api.sigs.k8s.io/contributing/?h=meetings#meetings)
+  meetings](https://gateway-api-inference-extension.sigs.k8s.io/contributing/?h=meetings#meetings)
 
 Please default to GitHub discussions: they work a lot like GitHub issues which
 makes them easy to search.
 
 ### 2. Create an Issue
 [Create a GIEP
-issue](https://github.com/kubernetes-sigs/gateway-api/issues/new?assignees=&labels=kind%2Ffeature&template=enhancement.md)
+issue](https://github.com/kubernetes-sigs/gateway-api-inference-extension/issues/new)
 in the repo describing your change. At this point, you should copy the outcome
 of any other conversations or documents into this document.
 



Test patch:
diff --git a/pkg/epp/scheduling/framework/plugins/multi/prefix/plugin_test.go b/pkg/epp/scheduling/framework/plugins/multi/prefix/plugin_test.go
index 9f9893b..df2eae6 100644
--- a/pkg/epp/scheduling/framework/plugins/multi/prefix/plugin_test.go
+++ b/pkg/epp/scheduling/framework/plugins/multi/prefix/plugin_test.go
@@ -276,6 +276,7 @@ func TestPrefixPluginChatCompletionsGrowth(t *testing.T) {
 		},
 	}
 	plugin.PreRequest(context.Background(), req1, schedulingResult, 0)
+	plugin.wg.Wait()
 
 	// Second request adds assistant response and new user message (conversation grows)
 	req2 := &types.LLMRequest{
@@ -308,6 +309,7 @@ func TestPrefixPluginChatCompletionsGrowth(t *testing.T) {
 
 	// Simulate pod1 was picked again
 	plugin.PreRequest(context.Background(), req2, schedulingResult, 0)
+	plugin.wg.Wait()
 
 	// Third request continues the conversation even further
 	req3 := &types.LLMRequest{