This is the source code for our SIGMOD 2023 Paper:
Remote data structures built with one-sided Remote Direct Memory Access (RDMA) are at the heart of many disaggregated database management systems today. Concurrent access to these data structures by thousands of remote workers necessitates a highly efficient synchronization scheme. Remarkably, our investigation reveals that existing synchronization schemes display substantial variations in performance and scalability. Even worse, some schemes do not correctly synchronize, resulting in rare and hard-to-detect data corruption. Motivated by these observations, we conduct the first comprehensive analysis of one-sided synchronization techniques and provide general principles for correct synchronization using one-sided RDMA. Our research demonstrates that adherence to these principles not only guarantees correctness but also results in substantial performance enhancements.
@article{10.1145/3589276, author = {Ziegler, Tobias and Nelson-Slivon, Jacob and Leis, Viktor and Binnig, Carsten}, title = {Design Guidelines for Correct, Efficient, and Scalable Synchronization Using One-Sided RDMA}, year = {2023}, url = {https://doi.org/10.1145/3589276}, doi = {10.1145/3589276}, journal = {Proc. ACM Manag. Data}, }
The benchmarks and lock implementations can be found in `frontend`. The experiment scripts can be found in `distexperiments/experiments`
All experiments were conducted on a 5-node cluster running Ubuntu 18.04.1 LTS, with Linux 4.15.0 kernel. Each node is equipped with two Intel(R) Xeon(R) Gold 5120 CPUs (14 cores), 512 GB main-memory split between both sockets, and four Samsung SSD 980 Pro M.2 1 TB connected via PCIe by one ASRock Hyper Quad M.2 PCIe card. The nodes of the cluster are connected with an InfiniBand network using one Mellanox ConnectX-5 MT27800 NICs (InfiniBand EDR 4x, 100 Gbps) per node.
We used the following Mellanox OFED installation:
MLNX_OFED_LINUX-5.1-2.5.8.0 (OFED-5.1-2.5.8):
Installed Packages:
-------------------
ii ar-mgr 1.0-0.3.MLNX20200824.g8577618.51258 amd64 Adaptive Routing Manager
ii dapl2-utils 2.1.10.1.mlnx-OFED.51258 amd64 Utilities for use with the DAPL libraries
ii dpcp 1.1.0-1.51258 amd64 Direct Packet Control Plane (DPCP) is a library to use Devx
ii dump-pr 1.0-0.3.MLNX20200824.g8577618.51258 amd64 Dump PathRecord Plugin
ii hcoll 4.6.3125-1.51258 amd64 Hierarchical collectives (HCOLL)
ii ibacm 51mlnx1-1.51258 amd64 InfiniBand Communication Manager Assistant (ACM)
ii ibdump 6.0.0-1.51258 amd64 Mellanox packets sniffer tool
ii ibsim 0.9-1.51258 amd64 InfiniBand fabric simulator for management
ii ibsim-doc 0.9-1.51258 all documentation for ibsim
ii ibutils2 2.1.1-0.126.MLNX20200721.gf95236b.51258 amd64 OpenIB Mellanox InfiniBand Diagnostic Tools
ii ibverbs-providers:amd64 51mlnx1-1.51258 amd64 User space provider drivers for libibverbs
ii ibverbs-utils 51mlnx1-1.51258 amd64 Examples for the libibverbs library
ii infiniband-diags 51mlnx1-1.51258 amd64 InfiniBand diagnostic programs
ii iser-dkms 5.1-OFED.5.1.2.5.3.1 all DKMS support fo iser kernel modules
ii isert-dkms 5.1-OFED.5.1.2.5.3.1 all DKMS support fo isert kernel modules
ii kernel-mft-dkms 4.15.1-100 all DKMS support for kernel-mft kernel modules
ii knem 1.1.4.90mlnx1-OFED.5.1.2.5.0.1 amd64 userspace tools for the KNEM kernel module
ii knem-dkms 1.1.4.90mlnx1-OFED.5.1.2.5.0.1 all DKMS support for mlnx-ofed kernel modules
ii libdapl-dev 2.1.10.1.mlnx-OFED.51258 amd64 Development files for the DAPL libraries
ii libdapl2 2.1.10.1.mlnx-OFED.51258 amd64 The Direct Access Programming Library (DAPL)
ii libibmad-dev:amd64 51mlnx1-1.51258 amd64 Development files for libibmad
ii libibmad5:amd64 51mlnx1-1.51258 amd64 Infiniband Management Datagram (MAD) library
ii libibnetdisc5:amd64 51mlnx1-1.51258 amd64 InfiniBand diagnostics library
ii libibumad-dev:amd64 51mlnx1-1.51258 amd64 Development files for libibumad
ii libibumad3:amd64 51mlnx1-1.51258 amd64 InfiniBand Userspace Management Datagram (uMAD) library
ii libibverbs-dev:amd64 51mlnx1-1.51258 amd64 Development files for the libibverbs library
ii libibverbs1:amd64 51mlnx1-1.51258 amd64 Library for direct userspace use of RDMA (InfiniBand/iWARP)
ii libibverbs1-dbg:amd64 51mlnx1-1.51258 amd64 Debug symbols for the libibverbs library
ii libopensm 5.7.3.MLNX20201102.e56fd90-0.1.51258 amd64 Infiniband subnet manager libraries
ii libopensm-devel 5.7.3.MLNX20201102.e56fd90-0.1.51258 amd64 Developement files for OpenSM
ii librdmacm-dev:amd64 51mlnx1-1.51258 amd64 Development files for the librdmacm library
ii librdmacm1:amd64 51mlnx1-1.51258 amd64 Library for managing RDMA connections
ii mlnx-ethtool 5.4-1.51258 amd64 This utility allows querying and changing settings such as speed,
ii mlnx-iproute2 5.6.0-1.51258 amd64 This utility allows querying and changing settings such as speed,
ii mlnx-ofed-kernel-dkms 5.1-OFED.5.1.2.5.8.1 all DKMS support for mlnx-ofed kernel modules
ii mlnx-ofed-kernel-utils 5.1-OFED.5.1.2.5.8.1 amd64 Userspace tools to restart and tune mlnx-ofed kernel modules
ii mpitests 3.2.20-5d20b49.51258 amd64 Set of popular MPI benchmarks and tools IMB 2018 OSU benchmarks ver 4.0.1 mpiP-3.3 IPM-2.0.6
ii mstflint 4.14.0-3.51258 amd64 Mellanox firmware burning application
ii openmpi 4.0.4rc3-1.51258 all Open MPI
ii opensm 5.7.3.MLNX20201102.e56fd90-0.1.51258 amd64 An Infiniband subnet manager
ii opensm-doc 5.7.3.MLNX20201102.e56fd90-0.1.51258 amd64 Documentation for opensm
ii perftest 4.4+0.5-1 amd64 Infiniband verbs performance tests
ii rdma-core 51mlnx1-1.51258 amd64 RDMA core userspace infrastructure and documentation
ii rdmacm-utils 51mlnx1-1.51258 amd64 Examples for the librdmacm library
ii sharp 2.2.2.MLNX20201102.b26a0fd-1.51258 amd64 SHArP switch collectives
ii srp-dkms 5.1-OFED.5.1.2.5.3.1 all DKMS support fo srp kernel modules
ii srptools 51mlnx1-1.51258 amd64 Tools for Infiniband attached storage (SRP)
ii ucx 1.9.0-1.51258 amd64 Unified Communication X
- gflags
- lib_aio
- ibverbs
- tabulate
- rdma cm