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Remote Direct Memory Access (RDMA)

General RDMA

  • X-RDMA: Effective RDMA Middleware in Large-scale Production Environments (CLUSTER 2019) [Paper]
    • Alibaba
    • Focus on robustness, scalability, and maintainability.
  • FreeFlow: Software-based Virtual RDMA Networking for Containerized Clouds (NSDI 2019) [Paper] [Code]
    • CMU & Microsoft & Alibaba & ByteDance
    • A software-based RDMA virtualization framework designed for containerized clouds.
  • Revisiting Network Support for RDMA (SIGCOMM 2018) [Personal Notes] [Paper]
    • UC Berkeley & ICSI & Mellanox & NYU & UW
    • IRN: Better handling of packet losses; eliminate the need for PFC.
  • RDMA over Commodity Ethernet at Scale (SIGCOMM 2016) [Paper]
    • Microsoft
    • Challenges using RoCEv2; a DSCP (Differentiated Services Code Point) based PFC mechanism.
  • Congestion Control for Large-Scale RDMA Deployments (SIGCOMM 2015) [Paper]
    • Microsoft & Mellanox & UCSB
    • DCQCN: A congestion control scheme for RoCEv2, to alleviate the problems of PFC.

RDMA for Deep Learning

  • Fast Distributed Deep Learning over RDMA (EuroSys 2019) [Paper]
    • MSRA
  • Towards Zero Copy Dataflows using RDMA (SIGCOMM 2017 Posters and Demos) [Paper] [Code]
    • HKUST
    • Merged into TensorFlow.

RDMA for Storage

  • Empowering Azure Storage with RDMA (NSDI 2023) [Paper]
    • Microsoft
    • Production experience in Microsoft Azure
    • Around 70% of traffic in Azure is RDMA.
  • When Cloud Storage Meets RDMA (NSDI 2021) [Paper]
    • NJU & Alibaba
    • Pangu
    • Production experience in Alibaba Cloud
    • Two workarounds to handle PFC storms: shutdown, RDMA/TCP switching.

Performance Isolation

  • Understanding RDMA Microarchitecture Resources for Performance Isolation (NSDI 2023) [Personal Notes] [Paper] [Benchmark Suite]
    • Duke & Microsoft & SJTU
    • Develop a test suite to evaluate RDMA performance isolation solutions.

Acronyms

  • PFC: Priority Flow Control
  • RoCE: RDMA over Converged Ethernet
  • IBoE: InfiniBand over Ethernet