# envd in university

## Typical Scenario

- Have 2-4 machines, typically 4 cards per machine
- Shared by a group of people, usually on average less than 1 card per people
- The usage will be intense before the paper deadline

# Core Requirement

- Manage multiple machine in a centralized platform
- Submit jobs, with timeout limits
- "Fair scheduling", especially before the paper deadline
- Machine usage metrics
- No problem with GFW
- Shared memory support

# What we need to provide

- End2end tech stack select
- selection of k8s distribution
- dataset management (nfs? fluid?)

# Reference:
- https://zhuanlan.zhihu.com/p/422462131
- https://zhuanlan.zhihu.com/p/139158539