feat: make model metrics endpoints configurable

cmd/epp/runner/runner.go

@@ -21,6 +21,7 @@ import (
 	"flag"
 	"fmt"
 	"net/http/pprof"
+	"os"
 
 	"github.com/go-logr/logr"
 	"github.com/prometheus/client_golang/prometheus"
@@ -116,6 +117,10 @@ var (
 	configFile = flag.String("configFile", "", "The path to the configuration file")
 	configText = flag.String("configText", "", "The configuration specified as text, in lieu of a file")
 
+	modelServerMetricsPort = flag.Int("modelServerMetricsPort", 0, "Port to scrape metrics from pods. "+
+		"Default value will be set to InferencePool.Spec.TargetPortNumber if not set.")
+	modelServerMetricsPath = flag.String("modelServerMetricsPath", "/metrics", "Path to scrape metrics from pods")
+
 	setupLog = ctrl.Log.WithName("setup")
 
 	// Environment variables
@@ -147,7 +152,32 @@ func (r *Runner) WithSchedulerConfig(schedulerConfig *scheduling.SchedulerConfig
 	return r
 }
 
+func bindEnvToFlags() {
+	// map[ENV_VAR]flagName   – add more as needed
+	for env, flg := range map[string]string{
+		"GRPC_PORT":                     "grpcPort",
+		"GRPC_HEALTH_PORT":              "grpcHealthPort",
+		"MODEL_SERVER_METRICS_PORT":     "modelServerMetricsPort",
+		"MODEL_SERVER_METRICS_PATH":     "modelServerMetricsPath",
+		"DESTINATION_ENDPOINT_HINT_KEY": "destinationEndpointHintKey",
+		"POOL_NAME":                     "poolName",
+		"POOL_NAMESPACE":                "poolNamespace",
+		// durations & bools work too; flag.Set expects the *string* form
+		"REFRESH_METRICS_INTERVAL": "refreshMetricsInterval",
+		"SECURE_SERVING":           "secureServing",
+	} {
+		if v := os.Getenv(env); v != "" {
+			// ignore error; Parse() will catch invalid values later
+			_ = flag.Set(flg, v)
+		}
+	}
+}
+
 func (r *Runner) Run(ctx context.Context) error {
+	// Defaults already baked into flag declarations
+	// Load env vars as "soft" overrides
+	bindEnvToFlags()
+
 	opts := zap.Options{
 		Development: true,
 	}
@@ -189,7 +219,11 @@ func (r *Runner) Run(ctx context.Context) error {
 		return err
 	}
 	verifyMetricMapping(*mapping, setupLog)
-	pmf := backendmetrics.NewPodMetricsFactory(&backendmetrics.PodMetricsClientImpl{MetricMapping: mapping}, *refreshMetricsInterval)
+	pmf := backendmetrics.NewPodMetricsFactory(&backendmetrics.PodMetricsClientImpl{
+		MetricMapping:          mapping,
+		ModelServerMetricsPort: int32(*modelServerMetricsPort),
+		ModelServerMetricsPath: *modelServerMetricsPath,
+	}, *refreshMetricsInterval)
 
 	datastore := datastore.NewDatastore(ctx, pmf)
 

pkg/epp/backend/metrics/fake.go

@@ -56,7 +56,7 @@ type FakePodMetricsClient struct {
 	Res   map[types.NamespacedName]*MetricsState
 }
 
-func (f *FakePodMetricsClient) FetchMetrics(ctx context.Context, pod *backend.Pod, existing *MetricsState, port int32) (*MetricsState, error) {
+func (f *FakePodMetricsClient) FetchMetrics(ctx context.Context, pod *backend.Pod, existing *MetricsState, _ int32) (*MetricsState, error) {
 	f.errMu.RLock()
 	err, ok := f.Err[pod.NamespacedName]
 	f.errMu.RUnlock()

pkg/epp/backend/metrics/metrics.go

@@ -37,15 +37,14 @@ const (
 )
 
 type PodMetricsClientImpl struct {
-	MetricMapping *MetricMapping
+	MetricMapping          *MetricMapping
+	ModelServerMetricsPort int32
+	ModelServerMetricsPath string
 }
 
 // FetchMetrics fetches metrics from a given pod, clones the existing metrics object and returns an updated one.
 func (p *PodMetricsClientImpl) FetchMetrics(ctx context.Context, pod *backend.Pod, existing *MetricsState, port int32) (*MetricsState, error) {
-	// Currently the metrics endpoint is hard-coded, which works with vLLM.
-	// TODO(https://github.com/kubernetes-sigs/gateway-api-inference-extension/issues/16): Consume this from InferencePool config.
-	url := "http://" + pod.Address + ":" + strconv.Itoa(int(port)) + "/metrics"
-
+	url := p.getMetricEndpoint(pod, port)
 	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
 	if err != nil {
 		return nil, fmt.Errorf("failed to create request: %v", err)
@@ -70,6 +69,13 @@ func (p *PodMetricsClientImpl) FetchMetrics(ctx context.Context, pod *backend.Po
 	return p.promToPodMetrics(metricFamilies, existing)
 }
 
+func (p *PodMetricsClientImpl) getMetricEndpoint(pod *backend.Pod, targetPortNumber int32) string {
+	if p.ModelServerMetricsPort == 0 {
+		p.ModelServerMetricsPort = targetPortNumber
+	}
+	return fmt.Sprintf("http://%s:%d%s", pod.Address, p.ModelServerMetricsPort, p.ModelServerMetricsPath)
+}
+
 // promToPodMetrics updates internal pod metrics with scraped Prometheus metrics.
 func (p *PodMetricsClientImpl) promToPodMetrics(
 	metricFamilies map[string]*dto.MetricFamily,

pkg/epp/backend/metrics/metrics_test.go

@@ -495,9 +495,9 @@ func TestFetchMetrics(t *testing.T) {
 		},
 	}
 	existing := &MetricsState{}
-	p := &PodMetricsClientImpl{} // No MetricMapping needed for this basic test
+	p := &PodMetricsClientImpl{ModelServerMetricsPort: 9999, ModelServerMetricsPath: "/metrics"} // No MetricMapping needed for this basic test
 
-	_, err := p.FetchMetrics(ctx, pod, existing, 9999) // Use a port that's unlikely to be in use.
+	_, err := p.FetchMetrics(ctx, pod, existing, 9999) // Use a port that's unlikely to be in use
 	if err == nil {
 		t.Errorf("FetchMetrics() expected error, got nil")
 	}