User Guide
Admin Guide
API Guide
Release Notes
Plans & Pricing
Enterprise

- User Guide
- - - Getting Started
    - - Saturn Cloud Quickstart Connect to Data
    - How-To Guides
    - - Deploying Models, Dashboards, and APIs Deploying Jobs Images in Saturn Cloud Jupyter Servers R Servers Dispatching Jobs for Research Workflows Massively Parallel Jobs for Research Workflows Git Repositories Install Packages and Software Create Custom Images Dask Clusters Create Docker Images with Conda and Poetry Import Existing Docker Images
        LLMs
        Creating a RAG pipeline with LangChain Deploying LLMs with NVIDIA NIM Deploying LLMs with vLLM Fine Tuning LLMs Multi-Node Multi-GPU Parallel Training
        Environment Variables Secrets SSH Connections Auto-Shutoff Shared Folders
        Images
        Custom Images
        Continuous Integration Deployments Resource Recipes API Tokens in Saturn Cloud Using Docker CLI Deleting Resources
    - Integrations
    - - Connect to Dask from Outside Saturn Cloud Connect to Dask from Azure Connect to Dask from SageMaker Connect to Dask from Google Colab Prefect Cloud Flows
    - Reference
    - - Images
        Saturn Cloud Images
        saturn-julia saturn-julia-gpu saturn-python saturn-python-pytorch saturn-python-rapids saturn-python-tensorflow saturn-r saturn-r-bioconductor saturn-r-tensorflow saturn-r-torch
        Base Images
        saturnbase-julia saturnbase-julia-gpu-11.3 saturnbase-python saturnbase-python-gpu-11.2 saturnbase-r saturnbase-r-bioconductor saturnbase-r-gpu-11.1
    - Concepts
    - - Motivation Libraries, dependencies and Docker images in Saturn Cloud Resources Scalability Collaboration and Teams MLOps
    - Examples
    - - Python Examples
        Load Data
        Load Data From Your Local File System Load Data From S3 Buckets Load Data From Kaggle Load Data From Snowflake
        Production Examples
        Create a Job Create an API with FastAPI Create an API with Flask Create a Dashboard with Panel Create a Dashboard with Voila Create a Dashboard with Dash Create a Dashboard with Streamlit
        Dask
        Starting with Dask
        Dask Collections
        Dask DataFrames Dask Arrays Dask Bags
        Concurrency
        Dask Delayed Dask Futures
        Machine Learning
        Model Training Grid Search
        Special Topics
        CLI Calls Logging Rolling Averages
        RAPIDS
        Use RAPIDS on a Single GPU Use RAPIDS on a GPU Cluster
        PyTorch
        Train a PyTorch model with a GPU on Saturn Cloud Training Many PyTorch Models Concurrently with Dask Training a PyTorch Model across a Dask Cluster
        Weights & Biases
        Weights & Biases Weights & Biases (with Dask Cluster)
        Comet
        Comet
        Bodo.ai
        Use Bodo.ai and iPyParallel in a Jupyter Notebook Use Bodo.ai and mpiexec on a Python Script
        Prefect Cloud
        Run a Prefect Cloud Data Pipeline on a Single Machine Run a Prefect Cloud Data Pipeline on a Dask Cluster Run a Prefect Cloud Data Pipeline with access to a Dask Cluster
        TensorFlow
        Train a TensorFlow Model (GPU) Train a TensorFlow Model (Multi-GPU)
        R Examples
        Load Data
        Load Data From Your Local File System Load Data From S3 Buckets Load Data From Snowflake Load Data from Kaggle
        TensorFlow
        Train a TensorFlow model with a GPU in R
        Torch
        Train a Torch model with a GPU in R
        future
        The R future Package Using the furrr Package Using the targets Package
        Jobs and Deployments
        Create a Job Using R Create an API with Plumber Create a Dashboard with Shiny
        Julia Examples
        Flux
        Train a Neural Network Using Flux
        Jobs and Deployments
        Create an API with Genie Create a Dashboard with Dash
    - Troubleshooting
    - - Connecting to other sites and services
        Package Support
        Dask
        Dask Dashboard Troubleshooting and Optimizing Dask Resources Troubleshooting Dask GroupBy
        NVCC OpenCV (Python) PyTorch RAPIDS (Python) Streamlit (Python) TensorFlow (Python)
        Resources Won't Start R Studio won't load
    - Billing
    - - Billing for Saturn Cloud Pro Cancelling your Saturn Cloud Pro Subscription
- Admin Guide
- - - Getting Started
    - - Getting Started with Enterprise
    - Administration
    - - Add and Remove Users Groups Active Resources Dashboard Usage Reports Embed Workspaces Outside of Saturn Cloud
    - Security
    - - IT Teams and Security
    - Reference
    - - GPU Fractionalization IP Allow Lists
    - Enterprise
    - - Installation (AWS)
        Automated Install (AWS)
        Identity Providers and SSO
        Azure AD Google Authentication Okta
        Data Connections Custom VPCs Manual Install (AWS) Encrypting Kubernetes Secrets Manual Install (AWS, No IAM Users) No Internet Access Saturn Cloud Architecture Components Saturn Users and IAM Roles High Security Installations
        Installation (Nebius) Enterprise Access
        Maintenance
        Upgrading to Release 2025.02.01 Upgrading to Release 2024.09.01 Upgrading to Release 2024.05.01 Upgrading to Release 2024.04.01 Upgrading to Release 2024.01.01 Upgrading to Release 2023.09.01 Upgrading to Release 2023.05.01 Upgrading to Release 2023.03.01 Upgrading to Release 2023.02.01 Upgrading to Release 2022.11.01 Upgrading to Release 2022.10.01 Upgrading to Release 2022.09.01 Upgrading to Release 2022.08.01 Upgrading to Release 2022.05.01 Upgrading to Release 2022.04.01 Upgrading to Release 2022.03.01 Upgrading to Release 2022.02.01 Upgrading to Release 2022.01.06 Upgrading to Release 2021.11.10 Upgrading to Release 2021.10.26 Uninstalling
- Release Notes
- - - 2021
    - - Release 2021.11.10 Release 2021.10.26 Release 2021.09.20 Release 2021.08.16 Release 2021.07.26
    - 2022
    - - Release 2022.11.01 Release 2022.10.01 Release 2022.09.01 Release 2022.08.01 Release 2022.05.01 Release 2022.04.01 Release 2022.03.01 Release 2022.02.01 Release 2022.01.06
    - 2023
    - - Release 2023.09.01 Release 2023.05.01 Release 2023.03.01 Release 2023.02.01
    - 2024
    - - Release 2024.09.01 Release 2024.05.01 Release 2024.04.01 Release 2024.01.01
    - 2025
    - - Release 2025.02.01
- API Guide
- - Infrastructure Engineering API and Recipes
API Reference