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venue: NSDI
year: 2024
papers:
- title: 'MegaScale: Scaling Large Language Model Training to More Than 10, 000 GPUs'
authors:
- Ziheng Jiang
- Haibin Lin
- Yinmin Zhong
- Qi Huang
- Yangrui Chen
- Zhi Zhang
- Yanghua Peng
- Xiang Li 0067
- Cong Xie
- Shibiao Nong
- Yulu Jia
- Sun He
- Hongmin Chen
- Zhihao Bai
- Qi Hou
- Shipeng Yan
- Ding Zhou
- Yiyao Sheng
- Zhuo Jiang
- Haohan Xu
- Haoran Wei
- Zhang Zhang 0003
- Pengfei Nie
- Leqi Zou
- Sida Zhao
- Liang Xiang
- Zherui Liu
- Zhe Li
- Xiaoying Jia 0001
- Jianxi Ye
- Xin Jin 0008
- Xin Liu 0086
reason: "ByteDance's full production account of training LLMs at 10,000+ GPUs, with novel co-design of the network stack, fault tolerance, and collective communication to sustain near-linear scaling."
- title: 'Harmony: A Congestion-free Datacenter Architecture'
authors:
- Saksham Agarwal
- Qizhe Cai
- Rachit Agarwal 0001
- David B. Shmoys
- Amin Vahdat
reason: "Proposes rethinking datacenter fabrics to eliminate congestion by construction rather than managing it reactively, achieving line-rate throughput without per-packet feedback from Cornell and Google."
- title: 'DINT: Fast In-Kernel Distributed Transactions with eBPF'
authors:
- Yang Zhou 0008
- Xingyu Xiang
- Matthew Kiley
- Sowmya Dharanipragada
- Minlan Yu
reason: "Demonstrates that eBPF programs executing entirely inside the kernel can enforce linearizable, ACID-compliant distributed transactions at dramatically lower latency than user-space approaches."
- title: Making Kernel Bypass Practical for the Cloud with Junction
authors:
- Joshua Fried
- Gohar Irfan Chaudhry
- Enrique Saurez
- Esha Choukse
- Íñigo Goiri
- Sameh Elnikety
- Rodrigo Fonseca
- Adam Belay
reason: "Junction (MIT + Microsoft) is the first system to bring full kernel-bypass networking to multi-tenant cloud VMs without requiring application modifications or sacrificing isolation."
- title: 'SIEVE is Simpler than LRU: an Efficient Turn-Key Eviction Algorithm for Web Caches'
authors:
- Yazhuo Zhang
- Juncheng Yang
- Yao Yue
- Ymir Vigfusson
- K. V. Rashmi
reason: "Surprising finding that a single-queue eviction policy requiring almost no state changes outperforms LRU and all modern approximations on production web-cache workloads."
- title: A large-scale deployment of DCTCP
authors:
- Abhishek Dhamija
- Balasubramanian Madhavan
- Hechao Li
- Jie Meng
- Shrikrishna Khare
- Madhavi Rao
- Lawrence Brakmo
- Neil Spring
- Prashanth Kannan
- Srikanth Sundaresan
- Soudeh Ghorbani
reason: "A rare, candid production report from Meta on deploying DCTCP at hyperscale, surfacing unexpected interactions with heterogeneous hardware, cross-traffic, and operational constraints."
- title: 'Brain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic Analysis at Line-Speed'
authors:
- Jinzhu Yan
- Haotian Xu
- Zhuotao Liu
- Qi Li 0002
- Ke Xu 0002
- Mingwei Xu 0001
- Jianping Wu
reason: "Executes neural-network inference for traffic classification directly in the programmable switch data plane at line rate, eliminating the round-trip to a CPU-based classifier."
- title: 'Horus: Granular In-Network Task Scheduler for Cloud Datacenters'
authors:
- Parham Yassini
- Khaled Diab 0001
- Saeed Mahloujifar
- Mohamed Hefeeda
reason: "Offloads microsecond-granularity task scheduling decisions into programmable switches, reducing load-balancing latency by orders of magnitude compared to software schedulers."
- title: 'CAPA: An Architecture For Operating Cluster Networks With High Availability'
authors:
- Bingzhe Liu
- Colin Scott
- Mukarram Tariq
- Andrew D. Ferguson
- Phillipa Gill
- Richard Alimi
- Omid Alipourfard
- Deepak Arulkannan
- Virginia Beauregard
- Patrick Conner
- Philip Brighten Godfrey
- Xander Lin
- Joon Ong
- Mayur Patel
- Amr Sabaa
- Arjun Singh
- Alex Smirnov
- Manish Verma
- Prerepa V. Viswanadham
- Amin Vahdat
reason: "Google's production architecture for maintaining five-nines availability in Jupiter-scale cluster networks, detailing how control-plane redundancy and fast failover are achieved in practice."
- title: Revisiting Congestion Control for Lossless Ethernet
authors:
- Yiran Zhang
- Qingkai Meng 0001
- Chaolei Hu
- Fengyuan Ren
reason: "Identifies fundamental flaws in PFC-based lossless Ethernet that cause cascading head-of-line blocking and proposes a redesigned congestion control that avoids them."
- title: 'Sirius: Composing Network Function Chains into P4-Capable Edge Gateways'
authors:
- Jiaqi Gao
- Jiamin Cao
- Yifan Li
- Mengqi Liu 0001
- Ming Tang
- Dennis Cai
- Ennan Zhai
reason: "Alibaba's production system for composing arbitrary NF chains into P4-programmed edge gateways, replacing a fleet of dedicated middleboxes and cutting per-packet processing cost significantly."
- title: 'CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters'
authors:
- Sudarsanan Rajasekaran
- Manya Ghobadi
- Aditya Akella
reason: "Shows that ignoring network topology when scheduling ML training jobs causes severe collective-communication contention, and that topology-aware co-scheduling yields substantial throughput gains."
- title: 'Cloudcast: High-Throughput, Cost-Aware Overlay Multicast in the Cloud'
authors:
- Sarah Wooders
- Shu Liu
- Paras Jain 0001
- Xiangxi Mo
- Joseph E. Gonzalez
- Vincent Liu 0001
- Ion Stoica
reason: "Berkeley/Penn system that builds overlay multicast trees across cloud regions optimized for egress cost, enabling high-throughput data dissemination at a fraction of unicast cloud egress fees."