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A Unified Framework for Mining Batch and Periodic Batch in Data Streams
Zirui Liu;Xiangyuan Wang;Yuhan Wu;Tong Yang;Kaicheng Yang;Hailin Zhang;Yaofeng Tu;Bin Cui
Batch is an important pattern in data streams, which refers to a group of identical items that arrive closely. We find that some special batches that arrive periodically are of great value. In this paper, we formally define a new pattern, namely periodic batches. A group of periodic batches refers to several batches of the same item, where these batches arrive periodically. Studying periodic batch...Show More
BurstBalancer: Do Less, Better Balance for Large-Scale Data Center Traffic
Zirui Liu;Yikai Zhao;Zhuochen Fan;Tong Yang;Xiaodong Li;Ruwen Zhang;Kaicheng Yang;Zihan Jiang;Zheng Zhong;Yi Huang;Cong Liu;Jing Hu;Gaogang Xie;Bin Cui
Layer-3 load balancing is a key topic in the networking field. It is well acknowledged that flowlet is the most promising solution because of its good trade-off between load balance and packet reordering. However, we find its one significant limitation: it makes the forwarding paths of flows unpredictable. To address this limitation, this article presents BurstBalancer, a simple yet efficient load...Show More
SketchINT: Empowering INT With TowerSketch for Per-Flow Per-Switch Measurement
Kaicheng Yang;Sheng Long;Qilong Shi;Yuanpeng Li;Zirui Liu;Yuhan Wu;Tong Yang;Zhengyi Jia
Network measurement is indispensable to network operations. INT solutions that can provide fine-grained per-switch per-packet information serve as promising solutions for per-flow per-switch measurement. The main shortcoming of INT is its high network overhead incurred by collecting INT information, making INT impractical for production deployment. Sketches that can compactly record per-flow infor...Show More
HyperCalm Sketch: One-Pass Mining Periodic Batches in Data Streams
Zirui Liu;Chaozhe Kong;Kaicheng Yang;Tong Yang;Ruijie Miao;Qizhi Chen;Yikai Zhao;Yaofeng Tu;Bin Cui
2023 IEEE 39th International Conference on Data Engineering (ICDE)
Year: 2023 | Conference Paper |
Cited by: Papers (7)
Batch is an important pattern in data streams, which refers to a group of identical items that arrive closely. We find that some special batches that arrive periodically are of great value. In this paper, we formally define a new pattern, namely periodic batches. A group of periodic batches refers to several batches of the same item, where these batches arrive periodically. Studying periodic batch...Show More
BurstBalancer: Do Less, Better Balance for Large-scale Data Center Traffic
Zirui Liu;Yikai Zhao;Zhuochen Fan;Tong Yang;Xiaodong Li;Ruwen Zhang;Kaicheng Yang;Zheng Zhong;Yi Huang;Cong Liu;Jing Hu;Gaogang Xie;Bin Cui
2022 IEEE 30th International Conference on Network Protocols (ICNP)
Year: 2022 | Conference Paper |
Cited by: Papers (5)
Layer-3 load balancing is a key topic in the networking field. It is well acknowledged that flowlet is the most promising solution because of its good trade-off between load balance and packet reordering. However, we find its one significant limitation: it makes the forwarding paths of flows unpredictable. To address this limitation, this paper presents BurstBalancer, a simple yet efficient load b...Show More
SketchINT: Empowering INT with TowerSketch for Per-flow Per-switch Measurement
Kaicheng Yang;Yuanpeng Li;Zirui Liu;Tong Yang;Yu Zhou;Jintao He;Jing’an Xue;Tong Zhao;Zhengyi Jia;Yongqiang Yang
2021 IEEE 29th International Conference on Network Protocols (ICNP)
Year: 2021 | Conference Paper |
Cited by: Papers (27)
1 Network measurement is indispensable to network operations. Two most promising measurement solutions are In-band Network Telemetry (INT) solutions and sketching solutions. INT solutions provide fine-grained per-switch per-packet information at the cost of high network overhead. Sketching solutions have low network overhead but fail to achieve both simplicity and accuracy for per-flow measurement...Show More
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