Shipping a Trillion Parameters With a Hub Bucket: Delta Weight Sync in TRL
Source
huggingface.co
Date
Why it matters
Weight sync is the idle time on the critical path of async RL. Sparse deltas through object storage cut the per-step payload by ~40x and remove the need for a shared cluster or RDMA fabric.
