Session Full Schedule · Contributors · Organizations · Search ProgramPaper: Communication Optimization for MLSession ChairNikoli DrydenLawrence Livermore National Laboratory (LLNL)Event TypePaperTimeThursday, 21 November 20241:30pm - 3pm ESTLocationB308TagsArtificial Intelligence/Machine LearningDistributed ComputingHeterogeneous ComputingPerformance OptimizationRegistration Categories TP Similar SessionsMachine Learning ApplicationsGPU Optimizations for MLEfficient TransformersPresentations1:30pm - 2:00pm ESTOptimizing Distributed ML Communication with Fused Computation-Collective OperationsAuthorsKishore PunniyamurthyKhaled HamidoucheBradford BeckmannArtificial Intelligence/Machine LearningDistributed ComputingHeterogeneous ComputingPerformance Optimization2:00pm - 2:30pm ESTAccelerating Communication in Deep Learning Recommendation Model Training with Dual-Level Adaptive Lossy CompressionAuthorsHao FengBoyuan ZhangFanjiang YeMin SiChing-Hsiang ChuJiannan TianChunxing YinZhaoxia (Summer) DengYuchen HaoPavan BalajiTong GengDingwen TaoArtificial Intelligence/Machine LearningDistributed ComputingHeterogeneous ComputingPerformance Optimization2:30pm - 3:00pm ESTAPTMoE: Affinity-aware Pipeline Tuning for MoE Models on Bandwidth-constrained GPU NodesAuthorsYuanxin WeiJiangsu DuJiazhi JiangXiao ShiXianwei ZhangDan HuangNong XiaoYutong LuArtificial Intelligence/Machine LearningDistributed ComputingHeterogeneous ComputingPerformance Optimization