SwanLab: Open-Source Experiment Tracking

When to Use This Skill

Use SwanLab when you need to:

• Track ML experiments with metrics, configs, tags, and descriptions
• Visualize training with scalar charts and logged media
• Compare runs across seeds, checkpoints, and hyperparameters
• Work locally or self-hosted instead of depending on managed SaaS
• Integrate with PyTorch, Transformers, PyTorch Lightning, or Fastai

Deployment: Cloud, local, or self-hosted | Media: images, audio, text, GIFs, point clouds, molecules | Integrations: PyTorch, Transformers, PyTorch Lightning, Fastai

Installation

# Install SwanLab plus the media dependencies used in this skill
pip install "swanlab>=0.7.11" "pillow>=9.0.0" "soundfile>=0.12.0"