Fix metrics debug log; change metrics client log level to reduce spam

pkg/epp/backend/metrics/fake.go

@@ -34,6 +34,10 @@ type FakePodMetrics struct {
 	Metrics *Metrics
 }
 
+func (fpm *FakePodMetrics) String() string {
+	return fmt.Sprintf("Pod: %v; Metrics: %v", fpm.GetPod(), fpm.GetMetrics())
+}
+
 func (fpm *FakePodMetrics) GetPod() *Pod {
 	return fpm.Pod
 }

pkg/epp/backend/metrics/logger.go

@@ -18,6 +18,7 @@ package metrics
 
 import (
 	"context"
+	"fmt"
 	"time"
 
 	"github.com/go-logr/logr"
@@ -76,7 +77,8 @@ func StartMetricsLogger(ctx context.Context, datastore Datastore, refreshPrometh
 					podsWithStaleMetrics := datastore.PodList(func(pm PodMetrics) bool {
 						return time.Since(pm.GetMetrics().UpdateTime) > metricsValidityPeriod
 					})
-					logger.Info("Current Pods and metrics gathered", "fresh metrics", podsWithFreshMetrics, "stale metrics", podsWithStaleMetrics)
+					s := fmt.Sprintf("Current Pods and metrics gathered. Fresh metrics: %+v, Stale metrics: %+v", podsWithFreshMetrics, podsWithStaleMetrics)
+					logger.Info(s)
 				}
 			}
 		}()

pkg/epp/backend/metrics/pod_metrics.go

@@ -18,6 +18,7 @@ package metrics
 
 import (
 	"context"
+	"fmt"
 	"sync"
 	"sync/atomic"
 	"time"
@@ -52,6 +53,10 @@ type PodMetricsClient interface {
 	FetchMetrics(ctx context.Context, pod *Pod, existing *Metrics, port int32) (*Metrics, error)
 }
 
+func (pm *podMetrics) String() string {
+	return fmt.Sprintf("Pod: %v; Metrics: %v", pm.GetPod(), pm.GetMetrics())
+}
+
 func (pm *podMetrics) GetPod() *Pod {
 	return (*Pod)(atomic.LoadPointer(&pm.pod))
 }

pkg/epp/backend/metrics/types.go

@@ -62,13 +62,21 @@ type PodMetrics interface {
 	GetMetrics() *Metrics
 	UpdatePod(*corev1.Pod)
 	StopRefreshLoop()
+	String() string
 }
 
 type Pod struct {
 	NamespacedName types.NamespacedName
 	Address        string
 }
 
+func (p *Pod) String() string {
+	if p == nil {
+		return ""
+	}
+	return fmt.Sprintf("%+v", *p)
+}
+
 type Metrics struct {
 	// ActiveModels is a set of models(including LoRA adapters) that are currently cached to GPU.
 	ActiveModels map[string]int

pkg/epp/backend/vllm/metrics.go

@@ -61,29 +61,28 @@ func (p *PodMetricsClientImpl) FetchMetrics(
 	existing *metrics.Metrics,
 	port int32,
 ) (*metrics.Metrics, error) {
-	logger := log.FromContext(ctx)
-	loggerDefault := logger.V(logutil.DEFAULT)
+	logger := log.FromContext(ctx).V(logutil.TRACE)
 
 	// 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"
 
 	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
 	if err != nil {
-		loggerDefault.Error(err, "Failed create HTTP request", "method", http.MethodGet, "url", url)
+		logger.Error(err, "Failed create HTTP request", "method", http.MethodGet, "url", url)
 		return nil, fmt.Errorf("failed to create request: %v", err)
 	}
 	resp, err := http.DefaultClient.Do(req)
 	if err != nil {
-		loggerDefault.Error(err, "Failed to fetch metrics", "pod", pod.NamespacedName)
+		logger.Error(err, "Failed to fetch metrics", "pod", pod.NamespacedName)
 		return nil, fmt.Errorf("failed to fetch metrics from %s: %w", pod.NamespacedName, err)
 	}
 	defer func() {
 		_ = resp.Body.Close()
 	}()
 
 	if resp.StatusCode != http.StatusOK {
-		loggerDefault.Error(nil, "Unexpected status code returned", "pod", pod.NamespacedName, "statusCode", resp.StatusCode)
+		logger.Error(nil, "Unexpected status code returned", "pod", pod.NamespacedName, "statusCode", resp.StatusCode)
 		return nil, fmt.Errorf("unexpected status code from %s: %v", pod.NamespacedName, resp.StatusCode)
 	}
 
@@ -172,7 +171,7 @@ func promToPodMetrics(
 func getLatestLoraMetric(logger logr.Logger, metricFamilies map[string]*dto.MetricFamily) (*dto.Metric, time.Time, error) {
 	loraRequests, ok := metricFamilies[LoraRequestInfoMetricName]
 	if !ok {
-		logger.V(logutil.DEFAULT).Error(nil, "Metric family not found", "name", LoraRequestInfoMetricName)
+		logger.V(logutil.TRACE).Error(nil, "Metric family not found", "name", LoraRequestInfoMetricName)
 		return nil, time.Time{}, fmt.Errorf("metric family %q not found", LoraRequestInfoMetricName)
 	}
 
@@ -219,7 +218,7 @@ func getLatestLoraMetric(logger logr.Logger, metricFamilies map[string]*dto.Metr
 func getLatestMetric(logger logr.Logger, metricFamilies map[string]*dto.MetricFamily, metricName string) (*dto.Metric, error) {
 	mf, ok := metricFamilies[metricName]
 	if !ok {
-		logger.V(logutil.DEFAULT).Error(nil, "Metric family not found", "name", metricName)
+		logger.V(logutil.TRACE).Error(nil, "Metric family not found", "name", metricName)
 		return nil, fmt.Errorf("metric family %q not found", metricName)
 	}
 	if len(mf.GetMetric()) == 0 {