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Saturn Cloud Quickstart
Infrastructure Engineering
Concepts
Motivation
Resources in Saturn Cloud
API and Recipes
Libraries, dependencies and Docker images in Saturn Cloud
Scalability
Collaboration and Teams
IT Teams and Security
MLOps
Using Saturn Cloud
Resources
Jupyter Servers
R Servers
Deployments
Jobs
Deleting Resources
Prefect Cloud Flows
Dispatching Jobs for Research Workflows
Massively Parallel Jobs for Research Workflows
Connect to Data
Git Repositories
Install Packages and Software
Dask Clusters
Environment Variables
Secrets
SSH Connections
Auto-Shutoff
Shared Folders
Images
Images in Saturn Cloud
Custom Images
Create Custom Images
Create Docker Images with Conda and Poetry
Import Existing Docker Images
Continuous Integration
Resource Recipes
API Tokens in Saturn Cloud
Using Docker CLI
Connect to Dask Externally
Connect to Dask from Outside Saturn Cloud
Connect to Dask from Azure
Connect to Dask from SageMaker
Connect to Dask from Google Colab
Billing
Billing for Saturn Cloud Pro
Cancelling your Saturn Cloud Pro Subscription
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
Examples
Python Examples
Load Data
Load Data From Your Local File System
Load Data From S3 Buckets
Load Data From Snowflake
Load Data from Kaggle
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
Jobs and Deployments
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
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
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
Best Practices
Deploying Models, Dashboards, and APIs
Deploying Jobs
Administration
Add and Remove Users
Groups
Active Resources Dashboard
Usage Reports
Embed Workspaces Outside of Saturn Cloud
Troubleshooting
Connecting to other sites and services
Package Support
Dask
Dask Dashboard
Troubleshooting and Optimizing Dask Resources
Troubleshooting Dask GroupBy
NVCC
OpenCV (Python)
PyTorch (Python)
RAPIDS (Python)
Streamlit (Python)
TensorFlow (Python)
Resources Won't Start
R Studio won't load
IP Allow Lists
On-Premise (In your AWS Account)
Getting Started with Enterprise
Installation
Automated Install
Manual Install
Manual Install (No IAM Users)
Saturn Cloud Architecture Components
Extra Setup Options
Identity Providers and SSO
Azure AD
Google Authentication
Okta
Data Connections
Custom VPCs
Encrypting Kubernetes Secrets
IAM Roles for Users and Groups
No Internet Access
High Security Installations
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
On-Premise (In your Nebius Account)
Security
Release Notes
Release 2025.02.01
Release 2024.09.01
Release 2024.05.01
Release 2024.04.01
Release 2024.01.01
Release 2023.09.01
Release 2023.05.01
Release 2023.03.01
Release 2023.02.01
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
Release 2021.11.10
Release 2021.10.26
Release 2021.09.20
Release 2021.08.16
Release 2021.07.26
Get Help
Documentation
Examples
R Examples
Torch
Torch
Use Torch in R on Saturn Cloud
Train a Torch model with a GPU in R
Use the RStudio torch package to train a model on a GPU
