HAMi RoadMap v2.8

[archlitchi]

This is the issue for HAMi RoapMap for v2.8, you can simply reply this PR to submit your ideas

Next Version: v2.8.0 Estimated release: Dec-2025/Jan-2026 Tasks

• [ ] Support enflame sGPU new plan @zhaikangqi331
• [ ] Website Optimization /assign @ouyangluwei163 @Nimbus318
• [ ] DRA design /assign @Shouren
• [ ] HAMi for KAI scheduler
• [x] Ascend support for volcano @DSFans2014
• [ ] Support multiple cambricon types (370,590,etc..)
• [ ] Reduce the repo size @archlitchi
• [ ] Optimize performance under high concurrency @archlitchi @Shouren - Fix potential task inconsistency between Fit and AddResource - Do Not schedule pod before fully initialized - (Optional) AddUsage is heavy, we should use Pod Events(onAddPod) to track the cluster overview

Bugs:

• [x] https://github.com/Project-HAMi/HAMi/issues/1363
• [x] https://github.com/Project-HAMi/HAMi/issues/1360
• [x] https://github.com/Project-HAMi/HAMi/issues/1342
• [x] https://github.com/Project-HAMi/HAMi/issues/1461
• [x] https://github.com/Project-HAMi/HAMi/issues/893
• [ ] https://github.com/Project-HAMi/HAMi/issues/1368
• [ ] https://github.com/Project-HAMi/HAMi/issues/1367
• [x] https://github.com/Project-HAMi/HAMi/issues/1381
• [ ] https://github.com/Project-HAMi/HAMi/issues/1327
• [ ] https://github.com/Project-HAMi/HAMi/issues/1494
• [ ] https://github.com/Project-HAMi/HAMi/issues/1511

For history releases, please refer to: v2.6-v2.7 - https://github.com/Project-HAMi/HAMi/issues/923