skills/orchestra-research__ai-research-skills
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Align SwanLab metadata with repo standards

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2026-03-16 19:13:11 +08:00
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13-mlops/swanlab/SKILL.md
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---
name: experiment-tracking-swanlab
description: Track ML experiments with SwanLab, visualize metrics and media, compare runs across configurations, use local or self-hosted dashboards, and integrate with PyTorch, Transformers, PyTorch Lightning, or Fastai
description: Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows.
version: 1.0.0
author: Orchestra Research
license: MIT
tags: [MLOps, SwanLab, Experiment Tracking, Open Source, Visualization, PyTorch, Transformers, PyTorch Lightning, Fastai, Self-Hosted]
dependencies: ["swanlab[media,dashboard]>=0.7.11"]
dependencies: [swanlab>=0.7.11, pillow>=9.0.0, soundfile>=0.12.0]
---
# SwanLab: Open-Source Experiment Tracking
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## Installation
```bash
# Install SwanLab with media and local dashboard support
pip install "swanlab[media,dashboard]>=0.7.11"
# Install SwanLab plus the media dependencies used in this skill
pip install "swanlab>=0.7.11" "pillow>=9.0.0" "soundfile>=0.12.0"
# Add local dashboard support for mode="local" and swanlab watch
pip install "swanlab[dashboard]>=0.7.11"
# Optional framework integrations
pip install transformers pytorch-lightning fastai
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swanlab login
```
`swanlab[media,dashboard]` adds the media dependencies used by Image/Audio/Video/Molecule examples and the local dashboard dependency required by `mode="local"` and `swanlab watch`.
`pillow` and `soundfile` are the media dependencies used by the Image and Audio examples in this skill. `swanlab[dashboard]` adds the local dashboard dependency required by `mode="local"` and `swanlab watch`.
## Quick Start
13-mlops/swanlab/references/visualization.md
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### Media imports fail
Install the media extras:
Install the media dependencies used in this skill:
```bash
pip install "swanlab[media,dashboard]>=0.7.11"
pip install "swanlab>=0.7.11" "pillow>=9.0.0" "soundfile>=0.12.0"
```