[Feature Request] Add Model Version Comparison Tool
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
- Faster decision-making when choosing model versions
- Better version control and tracking
- Easier identification of performance improvements
- 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
follow https://github.com/OpenCSGs/csghub-server/issues/184
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gitlab-issue-344
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