Lambda Docs Skip to content Initializing search Home Public Cloud Private Cloud Managed Kubernetes Managed Slurm Education Lambda Docs Home Public Cloud Public Cloud Introduction Cloud Console Resource management Resource management Resource hierarchy Managing your account Managing your workspaces Access and security Access and security Access and security overview Firewalls Enabling single sign-on (SSO) Data management Data management Filesystems Filesystem S3 Adapter Importing and exporting data Logging and monitoring Logging and monitoring Guest Agent Billing Billing Billing overview Managing billing Cloud API On-Demand On-Demand Overview Connecting to an instance Creating and managing instances Managing your system environment Troubleshooting 1-Click Clusters 1-Click Clusters Introduction How to serve the Llama 3.1 405B model using a Lambda 1-Click Cluster Security posture Support Additional resources Additional resources Forum Blog YouTube Main site Tags index Private Cloud Private Cloud Introduction Accessing your Lambda Private Cloud cluster Security posture Additional resources Additional resources Forum Blog YouTube Main site Tags index Managed Kubernetes Managed Kubernetes Introduction Continuous validation Auto-remediation system Cluster upgrades Additional resources Additional resources Forum Blog YouTube Main site Tags index Managed Slurm Managed Slurm Introduction Quickstart Health checks Auto-remediation system Slurm console Additional resources Additional resources Forum Blog YouTube Main site Tags index Education Education Introduction Using Multi-Instance GPU (MIG) Generative AI (GAI) Generative AI (GAI) How to serve the FLUX.1 prompt-to-image models using Lambda Cloud on-demand instances Fine-tuning the Mochi video generation model on GH200 Large language models (LLMs) Large language models (LLMs) Deploying a Llama 3 inference endpoint Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs Serving Llama 3.1 405B on a Lambda 1-Click Cluster Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances Running DeepSeek-R1 70B using Ollama Deploying NVIDIA Nemotron 3 Nano using vLLM Linux usage and system administration Linux usage and system administration Basic Linux commands and system administration Configuring Software RAID Lambda Stack and recovery images Troubleshooting and debugging Using the Lambda bug report to troubleshoot your system Using the nvidia-bug-report.log file to troubleshoot your system Programming Programming Virtual environments and Docker containers Running Hugging Face Transformers and Diffusers on an NVIDIA GH200 instance Scheduling and orchestration Scheduling and orchestration Orchestrating AI workloads with dstack Using SkyPilot to deploy a Kubernetes cluster Benchmarking Benchmarking Running a PyTorch®-based benchmark on an NVIDIA GH200 instance Additional resources Additional resources Forum Blog YouTube Main site Tags index Welcome to Lambda Docs# Public Cloud Launch 16x to 512x NVIDIA H100 or B200 GPU clusters instantly, or start with a single-node instance. No long-term commitments. Choose from Managed Kubernetes, Preinstalled Kubernetes, or Slurm. Learn more Private Cloud Private Cloud is the ideal solution for organizations requiring a single-tenant cluster with 1,000+ GPUs. Private Cloud customers have low-level access to their cluster infrastructure. Managed Kubernetes, Preinstalled Kubernetes, and Slurm are available. Learn more Education Our expert ML Engineers and Researchers have put together guides and tutorials to get you up and running quickly on Lambda's cloud and hardware solutions. Whether you're looking to fine-tune a model or host a load-balanced API server for inference, we have a guide for you. Learn more Back to top