Parallelism
Expert parallelism places mixture-of-experts feed-forward experts on different devices. Each token is routed to selected experts, then expert outputs return to the token's execution path.
Distribution spreads expert parameters and compute, but token exchange can become communication-heavy. Uneven routing leaves some devices busy while others wait.
Deployments choose expert placement, routing capacity, and communication groups around the available topology. Operators track load skew, dropped or rerouted work, and collective time.
Expert parallelism places mixture-of-experts feed-forward experts on different devices. Each token is routed to selected experts, then expert outputs return to the token's execution path. Deployments choose expert placement, routing capacity, and communication groups around the available topology. Operators track load skew, dropped or rerouted work, and collective time.
Distribution spreads expert parameters and compute, but token exchange can become communication-heavy. Uneven routing leaves some devices busy while others wait.
RunInfraby RightNow© 2026 RunInfra. All rights reserved.
