DAG Cards - AI Developer Tools Tool

Overview

DAG Cards is a template-based tool that generates HTML DAG cards from Metaflow classes, inspired by Google model cards. It combines structural DAG information with run data from services like Weights & Biases using Jinja templating to produce shareable documentation for ML pipelines.

Key Features

• Generate HTML DAG cards from Metaflow classes.
• Uses Jinja templates for customizable card layouts.
• Combines DAG structure with run data from services like Weights & Biases.
• Template-based approach for consistent documentation across projects.
• Produces shareable, self-contained documentation for ML pipelines.

Ideal Use Cases

• Document Metaflow pipelines and model metadata for stakeholders.
• Share pipeline runs alongside experiment tracking data like W&B.
• Create reproducible pipeline documentation for audits and reviews.
• Embed pipeline cards in reports, wikis, or dashboards.

Getting Started

• Clone the GitHub repository.
• Point DAG Cards to your Metaflow class definitions.
• Configure or edit provided Jinja templates to match layout needs.
• Connect run data sources (for example, Weights & Biases) if available.
• Render or export the generated HTML DAG cards for sharing.

Pricing

Pricing not disclosed in the provided repository information.

Limitations

• Requires Metaflow pipeline classes as input.
• Customization requires familiarity with Jinja templating.
• Run-data integration depends on external services like Weights & Biases.
• Outputs HTML; other export formats are not specified.

Key Information

• Category: Developer Tools
• Type: AI Developer Tools Tool