Git Product home page Git Product logo

geniusbi's Introduction

GeniusAI智能分析平台

上线域名:部署中~

项目介绍

基于 Spring Boot + MQ + AIGC(+ React)的智能数据分析平台。区别于传统 BI,用户只需要导入原始数据集、并输入分析诉求,就能自动生成可视化图表及分析结论,实现数据分析的降本增效(或者降低数据分析的人工成本、提高数据分析效率等)。

AIGC:通过AI生成内容

项目亮点

  1. 定义Prompt预设模板并且封装用户的输入数据以及分析诉求,通过对接AIGC接口生成可视化图表json 配置和分析结论,返回给前端渲染成图表。
  2. 由于 AIGC 的输入 Token 限制,使用 Easy Excel 解析用户上传的 XLSX 表格数据文件并压缩为 CSV, 实测提高了 20% 的单次输入数据量、并节约了成本。
  3. 由于 AIGC 的响应时间较长,基于自定义 IO 密集型线程池+ 任务队列实现了 AIGC 的并发执行和异步 化,提交任务后即可响应前端,提高用户体验。后续经过优化引入rabbitMQ实现了异步处理请求,并且 加入死信队列来处理异常,提高可靠性。

项目架构图

image

首页: image

同步分析页面: image

支持异步分析: image

我的图标页面: image

个人中心页面: image

geniusbi's People

Contributors

littlefat18 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.