python
class NFVMonitor:
    def __init__(self):
        self.vnf_metrics = {}
        self.infra_metrics = {}
        self.service_metrics = {}
        
    def monitor_vnf_performance(self, vnf_id):
        metrics = {
            'cpu_usage': self.get_cpu_metrics(vnf_id),
            'memory_usage': self.get_memory_metrics(vnf_id),
            'network_throughput': self.get_network_metrics(vnf_id),
            'service_latency': self.get_latency_metrics(vnf_id)
        }
        return self.analyze_metrics(metrics)

java
public class VNFMetricsCollector {
    private MetricsStorage storage;
    private AlertManager alertManager;

    public void collectMetrics(VNF vnf) {
        // 采集基础设施指标
        InfraMetrics infraMetrics = collectInfraMetrics(vnf);
        
        // 采集服务性能指标
        ServiceMetrics serviceMetrics = collectServiceMetrics(vnf);
        
        // 关联分析
        AnalysisResult result = analyzeMetrics(infraMetrics, serviceMetrics);
        
        // 存储和告警
        processResults(result);
    }}

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