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An experiment framework for Root Cause Analysis

Project description

rcabench-platform

An experiment framework for Root Cause Analysis (RCA), supporting fast development of RCA algorithms and their evaluation on various datasets.

Installation

To add this package to another uv-managed project:

# Install lightweight SDK (for algorithm/sampler development)
uv add rcabench-platform

# Install with platform-internal tools (kubernetes, neo4j, clickhouse, etc.)
uv add "rcabench-platform[internal]"

# Install with analysis/visualization tools (matplotlib, plotly, etc.)
uv add "rcabench-platform[analysis]"

# Install everything (equivalent to the old monolithic install)
uv add "rcabench-platform[all]"

The base package includes only the SDK core for developing and evaluating RCA algorithms and trace samplers. Use optional dependency groups to install additional functionality:

  • [internal] — Platform server clients, cloud storage, dataset converters, SDG builder
  • [analysis] — Visualization, statistical analysis, Streamlit dashboards
  • [all] — All of the above

See Package Restructuring Plan for details.

Documentation

  • User Guide: Complete guide for using rcabench-platform as both a console command and SDK.
  • Development Guide: How to set up the development environment and contribute to this project.
  • Specifications: Our design details about RCA algorithms and data formats.
  • Workflow References: How to use the functionalities of this project.
  • Maintenance: Guidelines for maintaining the project and release procedures.
  • Package Restructuring Plan: v3 directory structure, v2→v3 migration guide, and optional dependency groups.

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