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Huggingface Trackio

Plugin Verified Active

Track and visualize ML training experiments with Trackio. Log metrics via Python API and retrieve them via CLI. Supports real-time dashboards synced to HF Spaces.

Purpose

To enable users to effectively track, visualize, and analyze their machine learning training experiments, facilitating better experiment iteration and monitoring.

Features

  • Log ML training metrics via Python API
  • Visualize metrics in real-time on HF Spaces dashboards
  • Fire alerts for training diagnostics
  • Retrieve metrics and alerts via CLI
  • Support for automated experiment workflows

Use Cases

  • Tracking hyperparameters and performance metrics during model training
  • Monitoring training progress and identifying issues with real-time dashboards
  • Setting up alerts for critical events like loss divergence or NaN gradients
  • Analyzing experiment results programmatically using CLI output

Non-Goals

  • Replacing full experiment management platforms
  • Providing a UI for model training itself
  • Automating model deployment

Installation

First, add the marketplace

/plugin marketplace add huggingface/skills
/plugin install huggingface-trackio@huggingface-skills

Quality Score

Verified
99 /100
Analyzed about 16 hours ago

Trust Signals

Last commit2 days ago
Stars10.5k
LicenseApache-2.0
Status
View Source

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