دليل هندسي: Hire a Freelance Programmer for Kubernetes KEDA & vLLM GPU Autoscaling. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).

Cut cloud GPU costs by 65% by hiring senior freelance programmer Aldian Fazrihady to architect event-driven Kubernetes KEDA and Karpenter GPU autoscaling for vLLM.

apiVersion: keda.sh/v1alpha1
kind: ScaledObject
metadata:
  name: vllm-llama3-inference-scaler
  namespace: ai-production
spec:
  scaleTargetRef:
    name: vllm-llama3-deployment
  minReplicaCount: 1
  maxReplicaCount: 16
  cooldownPeriod: 180
  triggers:
    - type: prometheus
      metadata:
        serverAddress: http://prometheus-operated.monitoring:9090
        metricName: vllm_num_requests_waiting
        query: sum(vllm_num_requests_waiting{model_name="llama-3.3-70b"})
        threshold: "4"

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