Resolving Congestion Packet Losses for Small Flows in Datacenter Networks with Link-local Retransmission

With the increasing demand for high-performance computing (HPC) and artificial intelligence (AI), the transmission rates of data center networks have rapidly increased. However, this rise in link rate has not been accompanied by a proportional increase in switch buffer sizes, leading to an increase in the number of small flows and exacerbating buffer overflow problems. Traditional TCP and PFC mechanisms are ineffective in alleviating the flow completion time (FCT) issues of small flows. To address this, this paper proposes an improved solution based on the Link Local Retransmission (LLR) technique, called LLR-CoLoR. The approach works by backing up packets during congestion and precisely retransmitting lost packets, thereby avoiding the negative impacts of the PFC mechanism. This significantly reduces the FCT of small flows and improves the overall performance of data center networks. Large-scale topology experiments conducted on NS3 show that LLR-CoLoR reduces the FCT slowdown of small flows by more than 4X compared to other algorithms.

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Publication Details

Published
2025-08-04
DOI
https://doi.org/10.1109/icccn65249.2025.11133901
Primary Topic
Software-Defined Networks and 5G
Type
article
Field-Weighted Citation Impact
0.00

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article

Resolving Congestion Packet Losses for Small Flows in Datacenter Networks with Link-local Retransmission

Wendong Wang, Jun Wang, Yuchao Zhang
Software-Defined Networks and 5G
article

Resolving Congestion Packet Losses for Small Flows in Datacenter Networks with Link-local Retransmission

Wendong Wang, Jun Wang, Yuchao Zhang
article en

Abstract

With the increasing demand for high-performance computing (HPC) and artificial intelligence (AI), the transmission rates of data center networks have rapidly increased. However, this rise in link rate has not been accompanied by a proportional increase in switch buffer sizes, leading to an increase in the number of small flows and exacerbating buffer overflow problems. Traditional TCP and PFC mechanisms are ineffective in alleviating the flow completion time (FCT) issues of small flows. To address this, this paper proposes an improved solution based on the Link Local Retransmission (LLR) technique, called LLR-CoLoR. The approach works by backing up packets during congestion and precisely retransmitting lost packets, thereby avoiding the negative impacts of the PFC mechanism. This significantly reduces the FCT of small flows and improves the overall performance of data center networks. Large-scale topology experiments conducted on NS3 show that LLR-CoLoR reduces the FCT slowdown of small flows by more than 4X compared to other algorithms.

Beijing University of Posts and Telecommunications (CN)
National Natural Science Foundation of China, Nova
Openalex Percentile: Top 74%
Software-Defined Networks and 5G
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