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# System prepended metadata

title: envd in university

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# 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