Do we have to do tracing in a real system when we try to analyze a 10,000 GPUs training system?
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question
- Dominant language
- Python
- Stars
- 196
- Forks
- 84
- PR merge metrics
- No merged PRs in 30d
Description
Accoring to the Astra-sim 2.0 paper, simulates based on Chakra trace, to "decouple parallelization strategies from the ASTRAsim
implementation" . Does that mean we have to trace a real 10,000 GPUs AI training system before we can do simulation and analysis of the system in that scale?
Thanks
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Research direction
Start with the Astra-sim 2.0 paper and the Chakra trace workflow referenced in the issue. Determine whether simulation at 10,000 GPUs requires a trace from a real system, then document the supported inputs and the conditions for analyzing a system at that scale.
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Assessment
- Domain
- distributed-systems, machine-learning
- Issue type
- Documentation
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100