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Runway published a technical post explaining the challenges of distributed training with DTensor, including gradient correctness issues that arise when sharding tensors across process groups.
From the source
DTensor makes distributed training correct by attaching placement metadata to every tensor. At scale it can also introduce costs that quietly erode throughput unless you design around them.
runway.com