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NestedDeviceMesh RFC #1

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NestedDeviceMesh RFC #1

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Jackmin801
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To address the second limitation, we propose the process group creation API be rewritten to support dynamic world size by periodically polling the c10d store for the current world size and recreating the nccl communicators in the case of a change.

## **Motivation**
This proposal is motivated by the need to support dynamic mixed hardware in OpenDiLoCo.
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@samsja samsja Sep 9, 2024

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we should frame it less towards open diloco and more towards decentralized training in heterogeneous setting. As this would be useful as well for swarm and other.

Ofc still citing open diloco

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yea agree. throughout the doc, OpenDiLoCo is used to mean hierarchical sgd in heterogenous setting for lack of better terminology / wording

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Yess, haven't read too many other PyTorch RFCs as you guys but would assume we need a bit more general motivation. Replace OpenDiLoCo with "distributed training in heterogeneous setting" and add a bunch of citations of work in that direction (Maybe even include the multi-datacenter training post from semianalysis)

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3 participants