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component:gaeenhancementhelp wantedwarmup
Description
Describe the solution you'd like 希望实现InfoMap算法
Contributor guide
- Tech stack
- cpppython
- Domain
- data
- Issue type
- feature
- DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
- 4
- Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
- over 1 week
- Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
- stale
- ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
- unclear
- Prerequisites
- Graph theory basicsFamiliarity with C++ and PythonUnderstanding of GraphScope's algorithm interfaceCommunity detection algorithms knowledge
- Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
- 15
- Research direction
- The issue requests implementing the InfoMap community detection algorithm. Currently, there is no specification or API design. To proceed, one should first examine existing community detection algorithms in the GraphScope codebase (e.g., Louvain, LPA) to understand the pattern. It would be necessary to discuss and define the API with maintainers, as the issue is ambiguous. The linked paper (https://github.com/mapequation/infomap) provides the algorithm, but integrating it into GraphScope would require both C++ and Python components. Look at files like `analytical engine/` and `python/graphscope/` for examples.