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HOCCCL, a zero-SM collective communication framework consisting of three components: a stream manager, a point-to-point (P2P) executor, and a collective scheduler, which improves end-to-end training throughput by up to 5%.
VarioPath, an efficient AlltoAllv scheduling framework for PCIe GPU systems that combines an offline topology-aware analyzer with an online demand-aware scheduler, and shows average AlltoAllv speedups of 5.88x over FAST and 1.72x over DeepEP.
A GPU-native, topology-aware load-balancing system for large-scale MoE training that converts the current routing result into hot-expert replication and token-rerouting decisions and executes the resulting plan without data-dependent host synchronization, reducing critical-path overhead.
Regarding the computational intensity and stringent latency requirements of modern applications comprised of many dependent subtasks, collaborative edge computing (CEC) emerges as a solution to guarantee the service-level objectives (SLOs) by offloading subtasks to multiple distributed edge servers. However, existing o...
Hestia is proposed, a framework that achieves long-term stable oversubscription through workload aggregation through a smoothing-based method to classify workloads suitable for aggregation according to their periodicity, and an aggregation algorithm to minimize the overall MCV.
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