REPS: Recycled Entropy Packet Spraying for Adaptive Load Balancing and Failure Mitigation
Tommaso Bonato, Abdul Kabbani, Ahmad Ghalayini, Michael Papamichael, Mohammad Dohadwala, Lukas Gianinazzi, Mikhail Khalilov, Elias Achermann, Daniele De Sensi, Torsten Hoefler
摘要
Next-generation datacenters require highly efficient network load balancing to manage the growing scale of artificial intelligence (AI) training and general datacenter traffic. However, existing Ethernet-based solutions, such as Equal Cost Multi-Path (ECMP) and oblivious packet spraying (OPS), struggle to maintain high network utilization due to both increasing traffic demands and the expanding scale of datacenter topologies, which also exacerbate network failures. To address these limitations, we propose REPS, a lightweight decentralized per-packet adaptive load balancing algorithm designed to optimize network utilization while ensuring rapid recovery from link failures. REPS adapts to network conditions by caching good-performing paths. In case of a network failure, REPS re-routes traffic away from it in less than 100 microseconds. REPS is designed to be deployed with next-generation out-of-order transports, such as Ultra Ethernet, and uses less than 25 bytes of per-connection state regardless of the topology size. We extensively evaluate REPS in large-scale simulations and FPGA-based NICs.
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引用它的顶会 Paper2
- ATLAHS: An Application-centric Network Simulator Toolchain for AI, HPC, and Distributed StorageSiyuan Shen, Tommaso Bonato, Zhiyi Hu, Pasquale Jordan 等SC 2025 · 被引用 7 次
- Uno: A One-Stop Solution for Inter- and Intra-Data Center Congestion Control and Reliable ConnectivityTommaso Bonato, Sepehr Abdous, Abdul Kabbani, Ahmad Ghalayini 等SC 2025 · 被引用 7 次
它引用的顶会 Paper9
- Alibaba HPN: A Data Center Network for Large Language Model TrainingKun Qian, Yongqing Xi, Jiamin Cao, Jiaqi Gao 等SIGCOMM 2024 · 被引用 173 次
- RDMA over Ethernet for Distributed Training at Meta ScaleAdithya Gangidi, Rui Miao, Shengbao Zheng, Sai Jayesh Bondu 等SIGCOMM 2024 · 被引用 171 次
- An in-depth analysis of the slingshot interconnectDaniele De Sensi, Salvatore Di Girolamo, Kim H. McMahon, Duncan Roweth 等SC 2020 · 被引用 122 次
- Network Load Balancing with In-network Reordering Support for RDMACha Hwan Song, Xin Zhe Khooi, Raj Joshi, Inho Choi 等SIGCOMM 2023 · 被引用 110 次
- PLB: congestion signals are simple and effective for network load balancingMubashir Adnan Qureshi, Yuchung Cheng, Qianwen Yin, Qiaobin Fu 等SIGCOMM 2022 · 被引用 82 次
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