Distributed Layerwise Offload: Scaling Toward 200B+ DiT Models Efficiently in vLLM-Omni

Distributed Layerwise Offload shards and streams DiT weights across devices, serving a measured 124 GB Cosmos3 model on 64 GB HBM and estimating a path toward 2