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Title: Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster - Lambda Docs

Open Graph Title: Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster - Lambda Docs

X Title: Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster - Lambda Docs

Description: Learn how to deploy Llama 3.2 3B in a Kubernetes cluster.

Open Graph Description: Learn how to deploy Llama 3.2 3B in a Kubernetes cluster.

X Description: Learn how to deploy Llama 3.2 3B in a Kubernetes cluster.

Opengraph URL: https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/

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How to serve the Llama 3.1 405B model using a Lambda 1-Click Cluster https://docs.lambda.ai/public-cloud/1-click-clusters/serving-llama-3_1-405b/
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Fine-tuning the Mochi video generation model on GH200 https://docs.lambda.ai/education/fine-tune-mochi-gh200/
Deploying a Llama 3 inference endpoint https://docs.lambda.ai/education/large-language-models/deploying-a-llama-3-inference-endpoint/
Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/
Introduction https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#introduction
Stand up a single-node Kubernetes cluster https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#stand-up-a-single-node-kubernetes-cluster
Install the NVIDIA GPU Operator https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-nvidia-gpu-operator
Deploy Ollama in your Kubernetes cluster https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#deploy-ollama-in-your-kubernetes-cluster
Install the Ollama client https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-ollama-client
Serve and interact with the Llama 3.2 3B model https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#serve-and-interact-with-the-llama-32-3b-model
Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs https://docs.lambda.ai/education/large-language-models/kubeai-hermes-3/
Serving Llama 3.1 405B on a Lambda 1-Click Cluster https://docs.lambda.ai/education/large-language-models/serving-llama-3-1-405b/
Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances https://docs.lambda.ai/education/large-language-models/serving-llama-3-1-docker/
Running DeepSeek-R1 70B using Ollama https://docs.lambda.ai/education/large-language-models/deepseek-r1-ollama/
Deploying NVIDIA Nemotron 3 Nano using vLLM https://docs.lambda.ai/education/large-language-models/deploying-nemotron-3-nano/
Basic Linux commands and system administration https://docs.lambda.ai/education/linux-usage/basic-linux-commands-and-system-administration/
Configuring Software RAID https://docs.lambda.ai/education/linux-usage/configuring-software-raid/
Lambda Stack and recovery images https://docs.lambda.ai/education/linux-usage/lambda-stack-and-recovery-images/
Troubleshooting and debugging https://docs.lambda.ai/education/linux-usage/troubleshooting-and-debugging/
Using the Lambda bug report to troubleshoot your system https://docs.lambda.ai/education/linux-usage/using-the-lambda-bug-report-to-troubleshoot-your-system/
Using the nvidia-bug-report.log file to troubleshoot your system https://docs.lambda.ai/education/linux-usage/using-the-nvidia-bug-report.log-file-to-troubleshoot-your-system/
Virtual environments and Docker containers https://docs.lambda.ai/education/programming/virtual-environments-containers/
Running Hugging Face Transformers and Diffusers on an NVIDIA GH200 instance https://docs.lambda.ai/education/running-huggingface-diffusers-transformers-gh200/
Orchestrating AI workloads with dstack https://docs.lambda.ai/education/scheduling-and-orchestration/orchestrating-workloads-with-dstack/
Using SkyPilot to deploy a Kubernetes cluster https://docs.lambda.ai/education/scheduling-and-orchestration/skypilot-deploy-kubernetes/
Running a PyTorch®-based benchmark on an NVIDIA GH200 instance https://docs.lambda.ai/education/running-benchmark-gh200/
Forum https://deeptalk.lambda.ai/
Blog https://lambda.ai/blog
YouTube https://www.youtube.com/@lambda-ai
Main site https://lambda.ai/
Tags index https://docs.lambda.ai/tags/
Introduction https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#introduction
Stand up a single-node Kubernetes cluster https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#stand-up-a-single-node-kubernetes-cluster
Install the NVIDIA GPU Operator https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-nvidia-gpu-operator
Deploy Ollama in your Kubernetes cluster https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#deploy-ollama-in-your-kubernetes-cluster
Install the Ollama client https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-ollama-client
Serve and interact with the Llama 3.2 3B model https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#serve-and-interact-with-the-llama-32-3b-model
apihttps://docs.lambda.ai/tags/#tag:api
kuberneteshttps://docs.lambda.ai/tags/#tag:kubernetes
llamahttps://docs.lambda.ai/tags/#tag:llama
llmhttps://docs.lambda.ai/tags/#tag:llm
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#deploying-llama-32-3b-in-a-kubernetes-k8s-cluster
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#introduction
on-demand instancehttps://lambda.ai/instances
K3shttps://k3s.io/
NVIDIA GPU Operatorhttps://docs.nvidia.com/datacenter/cloud-native/gpu-operator/latest/index.html
Ollamahttps://ollama.com/
Llama 3.2 3B modelhttps://ai.meta.com/blog/llama-3-2-connect-2024-vision-edge-mobile-devices/
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#stand-up-a-single-node-kubernetes-cluster
consolehttps://cloud.lambda.ai/instances
Cloud APIhttps://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-0-1
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https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-3-1
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-nvidia-gpu-operator
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-4-1
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#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#deploy-ollama-in-your-kubernetes-cluster
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https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-51
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-52
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-53
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-54
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-55
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-56
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-57
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-58
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-7-59
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-8-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-2
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-3
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-4
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-5
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-6
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-9-7
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-10-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-11-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-12-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-12-2
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#install-the-ollama-client
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-13-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-13-2
#https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#serve-and-interact-with-the-llama-32-3b-model
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-14-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-15-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-16-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-1
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-2
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-3
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-4
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-5
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-6
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-7
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-8
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-9
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-10
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-11
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-12
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-13
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-14
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-15
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-16
https://docs.lambda.ai/education/large-language-models/k8s-ollama-llama-3-2/#__codelineno-17-17
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