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ReasonGraph: LLM Inference Visualization and Analysis Tool

Author: LoRA Time: 26 Mar 2025 1021

ReasonGraph.jpg

What is ReasonGraph?

ReasonGraph is an open source AI tool for visualizing and analyzing large language model (LLM) inference processes , supporting 50+ mainstream models (such as OpenAI, Anthropic, Google). It converts complex inference paths into intuitive graphs , helping users understand AI thinking logic and optimize model performance.

Main functions

✅ Inference path visualization: supports tree reasoning, sequential reasoning and other reasoning methods.
✅ Compatible with multiple LLMs: adapted to 50+ language models such as OpenAI, Google, Anthropic, etc.
✅ Interactive visualization: update inference paths in real time, supporting parameter adjustment, scaling, and SVG export.
✅ User-friendly interface: Intuitive UI design, convenient for configuring reasoning methods and viewing results.

Technical Principles

  • Inference path analysis: Based on XML parsing, accurately extract the LLM inference process.

  • Dynamic visualization: The front-end uses Mermaid.js , which supports real-time inference path updates.

  • Modular backend: Based on Flask , it provides a unified API interface and supports multiple inference methods.

  • Real-time interaction: The front and back ends communicate through RESTful API to achieve instant feedback on inference results.

  • Open source and scalability: Developers can expand new inference methods to adapt to the needs of different LLMs.

Applicable scenarios

Academic research: Analyzing reasoning methods and evaluating LLM's performance in complex tasks.
Education field: Teaching AI reasoning logic to improve learning interest and understanding efficiency.
Model optimization: discover inference errors and improve the quality of LLM inference.
Application development: Optimize LLM application logic and improve user experience.

Project gallery

GitHub: ReasonGraph open source repository
Technical papers: arXiv papers
Online experience: Hugging Face Demo

ReasonGraph makes AI reasoning transparent and helps AI research and developers optimize LLM performance!