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Thanks a lot to Ferdinand for hosting this conversation! It was a great opportunity to overview all parts of SWARM and discuss the motivation behind them in depth.
I hope this video will make decentralized DL more accessible: many ideas in the field are simpler than they seem!
12.6.2025
The research paper video review on "Swarm Parallelism" along with the author @m_ryabinin, Distinguished Research Scientist @togethercompute is now out ! Link below 👇
For context, most decentralized training today follows DDP-style approaches requiring full model replication on each node. While practical for those with H100 clusters at their disposal, this remains out of reach for the vast majority of potential contributors, this is where SWARM comes in handy !
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