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- User Guide
- - - Getting Started
    - - Quick Git Setup Saturn Cloud Quickstart Connect to Data
    - How-To Guides
    - - Resources
        Deploying Jobs Jupyter Servers R Servers Jupyter Collaboration Deployments
        Connect
        Git Repositories Install Packages and Software Environment Variables Secrets
        Scale
        Dispatching Jobs for Research Workflows Serverless GPU Jobs Massively Parallel Jobs for Research Workflows Dask Clusters
        Deploy
        Deploying Models, Dashboards, and APIs
        Advanced
        Images in Saturn Cloud Create Custom Images Create Docker Images with Conda and Poetry Import Existing Docker Images Shared Folders Continuous Integration Resource Recipes Using Docker CLI
        Access
        SSH Connections Auto-Shutoff API Tokens in Saturn Cloud Deleting Resources
        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
    - 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 Claude Code
    - Reference
    - - Templates
        LLM Deployment
        Llama 3.1 8B Instruct Qwen2.5 72B Instruct Mistral Small 24B Instruct
        Data Science and Analytics
        Bokeh Notebook — Geo Visualization Plotly Notebook Interactive Time Series scikit-learn Tabular Classifier Streamlit EDA Dashboard XGBoost Train and Serve
        Data Engineering and Pipelines
        Machine Learning
        Deep Learning
        NLP and LLM
        LLM Inference vLLM 7B LoRA Fine-tune RAG Mini Docs Q&A
        Multimodal AI
        MLOps
        Large Language Models
        NVIDIA
        NVIDIA NIM for llama-3.1-8b-instruct NVIDIA NIM for mistral-7b-instruct
        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
    - 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
- Enterprise
- - - Installation (AWS)
    - - Automated Install (AWS) 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 (GCP)
    - Installation (Nebius)
    - Installation (Azure)
    - Installation (Crusoe)
    - Installation (Kubernetes)
    - Installation (Oracle)
    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
    Operations Customization
- Design Principles
- - Build vs Buy Infrastructure Engineering
    - Concepts
    - - Motivation Libraries, dependencies and Docker images in Saturn Cloud Resources Scalability Collaboration and Teams MLOps
- Admin Guide
- - - Getting Started
    - Administration
    - - Add and Remove Users
        Identity Providers and SSO
        Azure AD Google Authentication Okta
        Groups Active Resources Dashboard Usage Reports Embed Workspaces Outside of Saturn Cloud
    - Security
    - - IT Teams and Security
    - Reference
    - - GPU Fractionalization IP Allow Lists
- 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 2025.10.01 Release 2025.06.01 Release 2025.02.01
    - 2026
    - - Release 2026.02.01
- API Guide
- - API and Recipes
API Reference

Documentation
User Guide
Reference
Templates
NLP and LLM
LoRA Fine-tune

LoRA Fine-tune

Adapter-based fine-tuning workflow for parameter-efficient LLM training

This template targets efficient customization when full-model tuning is not required.

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