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[Feature Request] Add Model Version Comparison Tool

Open plutore opened this issue 1 year ago • 6 comments

Overview

The current CSGHub platform would benefit from a model version comparison tool that allows users to easily compare different versions of the same model, including their performance metrics, parameters, and deployment configurations.

Current Behavior

  • Users need to manually check different model versions
  • No side-by-side comparison of model metrics
  • Difficult to track changes between versions

Proposed Solution

Add a comparison feature that would:

  • Show side-by-side comparisons of model versions
  • Display key differences in parameters and configurations
  • Visualize performance metrics between versions
  • Include a diff view for model cards and configuration files

User Benefits

  1. Faster decision-making when choosing model versions
  2. Better version control and tracking
  3. Easier identification of performance improvements
  4. Enhanced model governance

Technical Considerations

  • Integration with existing model management system
  • Database schema updates for storing comparison data
  • UI/UX changes in the frontend (Vue.js)
  • API endpoints for comparison functionality

Acceptance Criteria

  • [ ] Side-by-side comparison view implemented
  • [ ] Performance metrics visualization
  • [ ] Configuration diff viewer
  • [ ] Version history timeline
  • [ ] Export comparison results
  • [ ] API documentation updated

Additional Context

This feature aligns with CSGHub's goal of providing enterprise-level model management and would enhance the platform's compatibility with existing MLOps workflows.

Environment

  • CSGHub Version: 1.1.0
  • Deployment: On-premise
  • Browser: Latest Chrome/Firefox

plutore avatar Nov 30 '24 15:11 plutore

follow https://github.com/OpenCSGs/csghub-server/issues/184

KinglyWayne avatar Dec 02 '24 03:12 KinglyWayne

Welcome to contribute to this issue. We are delightful to see community contributions at this point. Are you willing to setup a call for this topic?

samchen8008 avatar Dec 02 '24 04:12 samchen8008

Let us know if you are ready to jump in call, thx

samchen8008 avatar Dec 07 '24 05:12 samchen8008

gitlab-issue-344

jialudev avatar Feb 17 '25 05:02 jialudev

根据我检索到的内容,我无法回答您的问题。这些内容是关于传神社区版本更新和功能服务的介绍,没有涉及您提到的账号运营或数据刷新的相关信息。

如果您需要了解传神社区的具体功能和服务,可以访问 https://opencsg.com/docs 获取更多信息,技术支持团队会为您提供帮助。

wayneliu0019 avatar Nov 11 '25 21:11 wayneliu0019