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èŠããããŸãã NGC_API_KEY ããèªèº«ã® API ããŒã«çœ®ãæããŠãã ããã kubectl create secret docker-registry nvcrio-cred --docker-server = nvcr.io --docker-username = '$oauthtoken' --docker-password = $NGC_API_KEY kubectl create secret generic ngc-api --from-literal = NGC_API_KEY = $NGC_API_KEY Bash 以äžã®ã³ãã³ããå®è¡ã㊠NIM Helm ãã£ãŒããã¯ããŒã³ããŸãã git clone https://github.com/NVIDIA/nim-deploy.git cd nim-deploy/helm Bash Helm ãã£ãŒãã®ãªãŒããŒã©ã€ããäœæããŸããnodeSelector ã§ãã€ããªããããŒãã«ãããã€ããããã«èšå®ããŸãã cat > nim.values.yaml << EOF image: repository: "nvcr.io/nim/mistralai/mistral-7b-instruct-v0.3" tag: latest model: ngcAPISecret: ngc-api nodeSelector: eks.amazonaws.com/compute-type: hybrid resources: limits: nvidia.com/gpu: 1 persistence: enabled: false imagePullSecrets: - name: nvcrio-cred tolerations: - key: "nvidia.com/gpu" operator: "Exists" effect: "NoSchedule" EOF Bash values.yaml ãã¡ã€ã«ã®ã€ã¡ãŒãžãªããžããªã倿Žããããšã§ãç°ãªãã¢ãã«ããããã€ã§ããŸãã helm install nim nim-llm/ -f ./nim.values.yaml Bash ãã®ãããã€ã§ã¯ã¢ãã«ãã£ãã·ã¥ã¯äœ¿çšãããŠããŸãããã¹ã±ãŒãªã³ã°ã€ãã³ãäžã®ã¢ããªã±ãŒã·ã§ã³ã®åæåãé«éåããããã«ãã¢ãã«ãã£ãã·ã¥ã®äœ¿çšãæ€èšããããšãããããããŸããã¢ãã«ãã£ãã·ã¥ãå®è£
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èŠã«ãªããŸãã ãµã³ãã«ããã³ããã䜿çšããNIM ã®ãã¹ã NIM ãã€ã¯ããµãŒãã¹ããã¹ãããã«ã¯ãNIM ã® Sercice ãžã® Kubernetes ããŒããã©ã¯ãŒãã£ã³ã°ãæ§æããŸãã kubectl port-forward service/nim-nim-llm 8000 :8000 Bash 以äžã® curl ã³ãã³ããå®è¡ããåºåã確èªããŠãã ããã curl -X 'POST' \ "http://localhost:8000/v1/completions" \ -H 'accept: application/json' \ -H 'Content-Type: application/json' \ -d '{ "model": "mistralai/mistral-7b-instruct-v0.3", "prompt": "What is a Kubernetes Pod", "max_tokens": 30 }' Bash æåŸ
ãããå¿çã¯ä»¥äžã§ãã { "id" : "cmpl-b50fb31c13e4420bac5243047ef5e404" , "object" : "text_completion" , "created" : 1741976435 , "model" : "mistralai/mistral-7b-instruct-v0.3" , "choices" : [ { "index" : 0 , "text" : "? \n \n A Kubernetes Pod is the smallest unit of computation in the Kubernetes API object model that represents a portion of a running application. Each" , "logprobs" : null, "finish_reason" : "length" , "stop_reason" : null, "prompt_logprobs" : null } ] , "usage" : { "prompt_tokens" : 7 , "total_tokens" : 37 , "completion_tokens" : 30 } } Bash EKS Hybrid Nodes ãžã®ã¢ãã«ã®ãããã€ãæåããŸããã æ¬¡ã«ãåã EKS ã¯ã©ã¹ã¿ãŒã§å®è¡ãããŠãã EKS Auto Mode ã®ããŒãã§ã¢ãã«ããããã€ããŸãã EKS Auto Mode ãžã®ããã〠EKS ãã€ããªããããŒãã§å®è¡ããå¿
èŠã®ãªãã¯ãŒã¯ããŒãããããã€ã§ããŸããEKS Auto Mode ã® çµã¿èŸŒã¿ NodePool ã«ã¯ GPU ããŒã¹ã®ã€ã³ã¹ã¿ã³ã¹ãèšå®ãããŠããªããããGPU ãæã€ NodePool ãå®çŸ©ããå¿
èŠããããŸããEKS Auto Mode ã¯ãNVIDIA GPU ãš Neuron ããã€ã¹ãšã® çµ±å ãæäŸããã®ã§ããã©ã€ããããã€ã¹ãã©ã°ã€ã³ãã€ã³ã¹ããŒã«ããå¿
èŠããããŸããã æ¬¡ã®ã³ãã³ããå®è¡ããŠã g6 ã€ã³ã¹ã¿ã³ã¹ãã¡ããªãŒã䜿çšãã NodePool ãäœæããŸãã cat > nodepool-gpu.yaml << EOF apiVersion: karpenter.sh/v1 kind: NodePool metadata: name: gpu spec: disruption: budgets: - nodes: 10% consolidateAfter: 1h consolidationPolicy: WhenEmpty template: metadata: {} spec: nodeClassRef: group: eks.amazonaws.com kind: NodeClass name: default requirements: - key: "karpenter.sh/capacity-type" operator: In values: ["on-demand"] - key: "kubernetes.io/arch" operator: In values: ["amd64"] - key: "eks.amazonaws.com/instance-family" operator: In values: - g6 taints: - key: nvidia.com/gpu effect: NoSchedule terminationGracePeriod: 24h0m0s EOF kubectl apply -f nodepool-gpu.yaml Bash ã¯ãŒã¯ããŒãã«ç¹å®ã®ãããã¯ãŒã¯åž¯åå¹
ãã€ã³ã¹ã¿ã³ã¹ GPU èŠä»¶ãããå Žåã¯ã EKS Auto Mode ã§ãµããŒããããŠããä»ã® Well-Known ã©ãã« ãèšå®ããããšãæ€èšããŠãã ããã 以äžã®ãã¡ã€ã«ãäœæããããšã§ãEKS Auto Mode ãžã®ãããã€çšã« NVIDIA NIM ã®å€ãæŽæ°ããŸãã cat > nim.values.yaml << EOF image: repository: "nvcr.io/nim/mistralai/mistral-7b-instruct-v0.3" tag: latest model: ngcAPISecret: ngc-api nodeSelector: eks.amazonaws.com/compute-type: auto resources: limits: nvidia.com/gpu: 1 persistence: enabled: false imagePullSecrets: - name: nvcrio-cred tolerations: - key: nvidia.com/gpu effect: NoSchedule operator: Exists EOF Bash 以äžã®ã³ãã³ããå®è¡ããŠãNIM Helm ãªãªãŒã¹ãæ°ããããŒãžã§ã³ã«ã¢ããã°ã¬ãŒãããŸãã helm upgrade nim nim-llm/ -f ./nim.values.yaml Bash NodeClaims ããªã¹ã衚瀺ããŠãEKS Auto Mode ã NVIDIA NIM ãæäŸããããã« g6.xlarge ããã®ãªãŒãžã§ã³ã«èµ·åããããšã確èªããŸãã > kubectl get nodeclaims NAME TYPE CAPACITY ZONE NODE READY gpu-wq9qr g6.xlarge on-demand us-west-2b i-33333333333333333 True Bash ãã¹ãããã«ã¯ãåã®ã¹ããããç¹°ãè¿ãããµã³ãã«ã®ããã³ããã§ NIM ããã¹ãããŸãã ã¯ãªãŒã³ã¢ãã æ¬èšäºã§äœæãããã¹ãŠã® AWS ãªãœãŒã¹ãã¯ãªãŒã³ã¢ããããŠé·æçãªã³ã¹ããçºçãããªãããã«ããã«ã¯ã以äžã®ã³ãã³ããå®è¡ããŠãã ããã helm delete nim kubectl delete -f nodepool-gpu.yaml kubectl delete -f nvidia-device-plugin.yml eksctl delete cluster -f cluster-configuration.yaml Bash åææ¡ä»¶ã®äžéšãšããŠäœæãããã®ä»ã®ãªãœãŒã¹ãäžèŠã«ãªã£ãå Žåã¯ããããã«ã€ããŠãã¯ãªãŒã³ã¢ããããŠãã ããã çµè« æ¬èšäºã§ã¯ãAmazon EKS Hybrid Nodes ã AI ã¯ãŒã¯ããŒããå®è¡ããæ¹æ³ã®äŸã玹ä»ããŸãããAmazon EKS Hybrid Nodes 㯠Kubernetes ãããããªã³ãã Amazon EKS ã«çµ±åããKubernetes ã³ã³ãããŒã«ãã¬ãŒã³ã®ç®¡çã®å¿
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