Model parameter synchronization across GPUs introduces high overheads for data-parallel training at scale.
PipeDream is a Deep Neural Network(DNN) training system for GPUs that parallelizes computation by pipelining execution across multiple machines.
Distributed, Parallel, and Cluster Computing
The service provider's goal is to implement a truthful online mechanism for scheduling jobs so as to maximize the social welfare of the schedule.
We give a detailed characterization of optimal trades under budget constraints in a prediction market with a cost-function-based automated market maker.