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Mila Technical Documentation

Technical reference

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Introduction
Getting started
How-tos and Guides
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Technical reference
Toolbox
Get help

Mila Technical Documentation

Introduction
Introduction
Getting started
Getting started
- Run Your First Job
- Train Your First Model
How-tos and Guides
How-tos and Guides
- Manage Python Dependencies with uv
- Track Experiments with Weights & Biases (WandB)
- Multi-Factor Authentication (MFA) for Cluster Access
- Logging in to the cluster
- Running your code
- Sharing Data with ACLs
- Minimal Examples
  Minimal Examples
  - Software Frameworks
    
    Software Frameworks
    
    PyTorch Setup
    
    Jax Setup
    
    Jax
  - Distributed Training
    
    Distributed Training
    
    Single GPU Job
    
    Multi-GPU Job
    
    Multi-node Job
  - Good Practices
    
    Good Practices
    
    Checkpointing
    
    Weights & Biases (wandb) setup
    
    Launch many jobs from same shell script
    
    Hyperparameter Optimization with Orion
    
    Launch many tasks on the same GPU
    
    Launch many jobs using SLURM job arrays
  - Advanced Examples
    
    Advanced Examples
    
    Multi-Node / Multi-GPU ImageNet Training
AI agents
AI agents
Technical reference
Technical reference
- Cheatsheet
- Glossary
- Clusters
  Clusters
  - Mila cluster
    
    Mila cluster
    
    Roles and computing resources
    
    Node profile description
    
    Storage
    
    Data sharing policies
    
    Data Transmission
    
    Monitoring
    
    Environmental Impact
    
    🔗 Mila intranet
  - External clusters
    
    External clusters
    
    DRAC clusters
- General Theory
  General Theory
Toolbox
Toolbox
Get help
Get help
- IDT Office Hours
- Frequently asked questions (FAQ)

Technical reference¶

Cheatsheet

Access a summary of useful commands and notions

Browse the Cheatsheet
Glossary

Get definitions of commands and notions you may have encountered in this documentation

Check the glossary

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