# Lambda Cloud > - [Using Multi-Instance GPU (MIG)](using-mig/) ## Pages - [Introduction -](education.md): - [Using Multi-Instance GPU (MIG)](using-mig/) - [Fine-tuning the Mochi video generation model on GH200 -](education-fine-tune-mochi-gh200.md): This guide helps you get started fine-tuning [Genmo's Mochi video generation model](https://www.genmo.ai/)using a [La... - [How to serve the FLUX.1 prompt-to-image models using Lambda Cloud on-demand instances -](education-generative-ai-flux-prompt-to-image.md): This tutorial shows you how to use [Lambda Cloud](https://lambda.ai/service/gpu-cloud)A100 and H100 on-demand instanc... - [Running DeepSeek-R1 70B using Ollama -](education-large-language-models-deepseek-r1-ollama.md): This short tutorial teaches how to use a [Lambda Cloud on-demand instance](https://lambda.ai/service/gpu-cloud)to run... - [Deploying a Llama 3 inference endpoint -](education-large-language-models-deploying-a-llama-3-inference-endpoint.md): Meta's Llama 3 large language models (LLMs) feature generative text models recognized for their state-of-the-art perf... - [Deploying NVIDIA Nemotron 3 Nano using vLLM -](education-large-language-models-deploying-nemotron-3-nano.md): [NVIDIA Nemotron 3 Nano](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16)uses a [Mamba state layer]... - [Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster -](education-large-language-models-k8s-ollama-llama-3-2.md): In this tutorial, you'll: - [Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs -](education-large-language-models-kubeai-hermes-3.md): [KubeAI: Private Open AI on Kubernetes](https://github.com/substratusai/kubeai)is a Kubernetes solution for running i... - [Serving Llama 3.1 405B on a Lambda 1-Click Cluster -](education-large-language-models-serving-llama-3-1-405b.md): In this tutorial, you'll learn how to use a 1-Click Cluster (1CC) to serve the [Meta Llama 3.1 405B model](https://hu... - [Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances -](education-large-language-models-serving-llama-3-1-docker.md): This tutorial shows you how to use a [Lambda Cloud](https://lambda.ai/service/gpu-cloud)1x or 8x A100 or H100 on-dema... - [Basic Linux commands and system administration -](education-linux-usage-basic-linux-commands-and-system-administration.md): To import an SSH key from a GitHub account and add it to your server (or Lambda GPU Cloud on-demand instance): - [Configuring Software RAID -](education-linux-usage-configuring-software-raid.md): Software RAID (redundant array of independent disks) provides fast and resilient storage for your machine learning da... - [Lambda Stack and recovery images -](education-linux-usage-lambda-stack-and-recovery-images.md): To remove and reinstall [Lambda Stack](https://lambda.ai/lambda-stack-deep-learning-software): - [Troubleshooting and debugging -](education-linux-usage-troubleshooting-and-debugging.md): Lambda bug reports are useful for troubleshooting systems with NVIDIA GPUs, including Cloud instances. - [Using the Lambda bug report to troubleshoot your system -](education-linux-usage-using-the-lambda-bug-report-to-troubleshoot-your-system.md): The Lambda bug report helps simplify the process of troubleshooting by collecting system information for you into one... - [Using the nvidia-bug-report.log file to troubleshoot your system -](education-linux-usage-using-the-nvidia-bug-reportlog-file-to-troubleshoot-your-s.md): NVIDIA provides a script that generates a log file that you can use to troubleshoot issues with NVIDIA GPUs. This log... - [Virtual environments and Docker containers -](education-programming-virtual-environments-containers.md): Virtual environments allow you to create and maintain development environments that are isolated from each other. Lam... - [Running a PyTorch®-based benchmark on an NVIDIA GH200 instance -](education-running-benchmark-gh200.md): This tutorial describes how to run an NGC-based benchmark on an On-Demand Cloud (ODC) instance backed with the NVIDIA... - [Running Hugging Face Transformers and Diffusers on an NVIDIA GH200 instance -](education-running-huggingface-diffusers-transformers-gh200.md): [Hugging Face](https://huggingface.co/) provides several powerful Python libraries that provide easy access to a wide... - [Orchestrating AI workloads with dstack -](education-scheduling-and-orchestration-orchestrating-workloads-with-dstack.md): [dstack](https://dstack.ai/) is an open-source alternative to Kubernetes and Slurm, built for orchestrating container... - [Using SkyPilot to deploy a Kubernetes cluster -](education-scheduling-and-orchestration-skypilot-deploy-kubernetes.md): [SkyPilot](https://skypilot.readthedocs.io/en/latest/docs/index.html) makes it easy to deploy a Kubernetes cluster us... - [Using Multi-Instance GPU (MIG) -](education-using-mig.md): [NVIDIA Multi-Instance GPU](https://www.nvidia.com/en-us/technologies/multi-instance-gpu/), or MIG, allows you to par... - [Introduction -](hardware.md): Getting started and troubleshooting instructions for Lambda Servers and Vector workstations. - [Getting started -](hardware-servers-getting-started.md): User manuals for Lambda server chassis can be downloaded below. - [Set lower power limits (TDPs) for NVIDIA GPUs -](hardware-servers-set-lower-gpu-power-limits.md): You can set lower power limits (TDPs) for your NVIDIA GPUs using`nvidia-smi`and a simple script. You can configure ... - [Getting started -](hardware-workstations-getting-started.md): Your Vector One's power button is located at the front-top. - [Troubleshooting Workstations and Desktops -](hardware-workstations-troubleshooting.md): This document provides guidelines for troubleshooting common issues with Vector desktops and workstations. By followi... - [Introduction -](private-cloud.md): Lambda Private Cloud provides bare metal, single-tenant clusters for defined reservation periods. Private Cloud clust... - [Accessing your Lambda Private Cloud cluster -](private-cloud-accessing-private-cloud.md): [Lambda Private Cloud](https://lambda.ai/service/gpu-cloud/private-cloud) clusters use Fortinet FortiGate firewall ap... - [Overview -](private-cloud-managed-kubernetes.md): During the Private Cloud reservation process, you can choose to configure your cluster as a Managed Kubernetes cluste... - [Getting started -](private-cloud-managed-kubernetes-getting-started.md): This document explains how to access your Private Cloud cluster's Managed Kubernetes dashboard and walks you through ... - [Security posture -](private-cloud-security-posture.md): This document outlines the physical and logical security posture of [Lambda Private Cloud](https://lambda.ai/service/... - [Introduction -](public-cloud.md): Lambda's public cloud lets you launch individual virtual machines or clusters and turn them down on your schedule. - [Introduction -](public-cloud-1-click-clusters.md): 1-Click Clusters (1CC) are high-performance clusters composed of both GPU and CPU nodes, featuring 16 to 512 NVIDIA H... - [Using Lambda's Managed Kubernetes -](public-cloud-1-click-clusters-managed-kubernetes-legacy.md): This guide walks you through getting started with [Lambda's Managed Kubernetes](https://lambda.ai/kubernetes)(MK8s) o... - [Using Lambda's Managed Kubernetes -](public-cloud-1-click-clusters-managed-kubernetes.md): This guide walks you through getting started with [Lambda's Managed Kubernetes](https://lambda.ai/kubernetes)(MK8s) o... - [Using Lambda's Managed Slurm -](public-cloud-1-click-clusters-managed-slurm.md): Slurm is a widely used open-source workload manager optimized for high-performance computing (HPC) and machine learni... - [Security posture -](public-cloud-1-click-clusters-security-posture.md): This document describes the physical and logical security properties of the Lambda 1-Click Clusters™ (1CC) product, i... - [How to serve the Llama 3.1 405B model using a Lambda 1-Click Cluster -](public-cloud-1-click-clusters-serving-llama-3-1-405b.md): In this tutorial, you'll learn how to use a 1-Click Cluster (1CC) to serve the [Meta Llama 3.1 405B model](https://hu... - [Support -](public-cloud-1-click-clusters-support.md): At Lambda, we recognize that exceptional support is critical to maximizing the value of your 1-Click Cluster (1CC) de... - [Access and security overview -](public-cloud-access-security.md): This page describes Lambda Cloud's access management and security features. - [Billing overview -](public-cloud-billing.md): This page explains how Lambda bills each of its public cloud resources. - [Cloud Console -](public-cloud-console.md): You can use the [Lambda Cloud console](https://cloud.lambda.ai/instances) to manage your Lambda Cloud resources, Lamb... - [Filesystems -](public-cloud-filesystems.md): A *filesystem* is a high-capacity regional file store you can attach to your instance to store datasets and back up s... - [Firewalls -](public-cloud-firewalls.md): You can restrict incoming traffic to your instances, including [1-Click Cluster](../1-click-clusters/) management (he... - [Guest Agent -](public-cloud-guest-agent.md): The`lambda-guest-agent`(Guest Agent) is a service you can install on both Lambda Cloud on-demand instances and 1-Cl... - [Importing and exporting data -](public-cloud-importing-exporting-data.md): This document outlines common solutions for importing data into your Lambda On-Demand Cloud (ODC) instances and 1-Cli... - [Managing billing -](public-cloud-manage-billing.md): This page explains how to manage your Lambda Cloud billing and provides guidance for troubleshooting billing issues. - [Overview -](public-cloud-on-demand.md): On-Demand Cloud (ODC) provides on-demand access to Linux-based, GPU-backed virtual machine instances. - [Connecting to an instance -](public-cloud-on-demand-connecting-instance.md): You can connect to your On-Demand Cloud (ODC) instances directly through SSH or by using the preinstalled JupyterLab ... - [Creating and managing instances -](public-cloud-on-demand-creating-managing-instances.md): This doc outlines how to create and manage On-Demand Cloud (ODC) instances. For general guidance on managing your ODC... - [Getting started -](public-cloud-on-demand-getting-started.md): Warning - [Managing your system environment -](public-cloud-on-demand-managing-system-environment.md): This document provides general guidance for managing your On-Demand Cloud (ODC) instance's system environment. - [Troubleshooting -](public-cloud-on-demand-troubleshooting.md): As of December 2025, running`sudo apt full-upgrade`or`sudo apt dist-upgrade`on the Lambda Stack 24.04 or GPU Base... - [Filesystem S3 Adapter -](public-cloud-s3-adapter-filesystems.md): The Filesystem S3 Adapter allows you to interact with your Lambda filesystems using`rclone`,`s5cmd`,`mc`, and othe... - [Teams -](public-cloud-teams.md): - In the Lambda Cloud console, in the sidebar, click **Team**.