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@article{DBLP:journals/access/JangYY24,
author = {Bongwon Jang and
In{-}Chul Yoo and
Dongsuk Yook},
title = {Pipeline Parallelism With Elastic Averaging},
journal = {{IEEE} Access},
volume = {12},
pages = {5477--5489},
year = {2024}
}
@inproceedings{DBLP:conf/asplos/SunCWF0WC24,
author = {Zhenbo Sun and
Huanqi Cao and
Yuanwei Wang and
Guanyu Feng and
Shengqi Chen and
Haojie Wang and
Wenguang Chen},
title = {AdaPipe: Optimizing Pipeline Parallelism with Adaptive Recomputation
and Partitioning},
booktitle = {{ASPLOS} {(3)}},
pages = {86--100},
publisher = {{ACM}},
year = {2024}
}
@inproceedings{DBLP:conf/hpca/CragoDSK24,
author = {Neal Clayton Crago and
Sana Damani and
Karthikeyan Sankaralingam and
Stephen W. Keckler},
title = {{WASP:} Exploiting {GPU} Pipeline Parallelism with Hardware-Accelerated
Automatic Warp Specialization},
booktitle = {{HPCA}},
pages = {1--16},
publisher = {{IEEE}},
year = {2024}
}
@inproceedings{DBLP:conf/pdp/DreuningLOBN24,
author = {Henk Dreuning and
Anna Badia Liokouras and
Xiaowei Ouyang and
Henri E. Bal and
Rob V. van Nieuwpoort},
title = {CAPSlog: Scalable Memory-Centric Partitioning for Pipeline Parallelism},
booktitle = {{PDP}},
pages = {17--25},
publisher = {{IEEE}},
year = {2024}
}
@article{DBLP:journals/corr/abs-2401-02088,
author = {Mincong Huang and
Chao Wang and
Chi Ma and
Yineng Zhang and
Peng Zhang and
Lei Yu},
title = {Re-evaluating the Memory-balanced Pipeline Parallelism: BPipe},
journal = {CoRR},
volume = {abs/2401.02088},
year = {2024}
}
@article{DBLP:journals/corr/abs-2401-10241,
author = {Penghui Qi and
Xinyi Wan and
Guangxing Huang and
Min Lin},
title = {Zero Bubble Pipeline Parallelism},
journal = {CoRR},
volume = {abs/2401.10241},
year = {2024}
}
@article{DBLP:journals/corr/abs-2402-03791,
author = {Ding Tang and
Lijuan Jiang and
Minxi Jin and
Jiecheng Zhou and
Hengjie Li and
Xingcheng Zhang and
Zhilin Pei},
title = {Adaptive Blockwise Task-interleaved Pipeline Parallelism},
journal = {CoRR},
volume = {abs/2402.03791},
year = {2024}
}
@article{DBLP:journals/jsac/ShiZLMG23,
author = {Hongjian Shi and
Weichu Zheng and
Zifei Liu and
Ruhui Ma and
Haibing Guan},
title = {Automatic Pipeline Parallelism: {A} Parallel Inference Framework for
Deep Learning Applications in 6G Mobile Communication Systems},
journal = {{IEEE} J. Sel. Areas Commun.},
volume = {41},
number = {7},
pages = {2041--2056},
year = {2023}
}
@inproceedings{DBLP:conf/dac/ZhangZTWH23,
author = {Weigang Zhang and
Biyu Zhou and
Xuehai Tang and
Zhaoxing Wang and
Songlin Hu},
title = {MixPipe: Efficient Bidirectional Pipeline Parallelism for Training
Large-Scale Models},
booktitle = {{DAC}},
pages = {1--6},
publisher = {{IEEE}},
year = {2023}
}
@inproceedings{DBLP:conf/europar/VontzalidisPBDIDBCEKZT23,
author = {Aristotelis Vontzalidis and
Stratos Psomadakis and
Constantinos Bitsakos and
Mark Dokter and
Kevin Innerebner and
Patrick Damme and
Matthias Boehm and
Florina M. Ciorba and
Ahmed Eleliemy and
Vasileios Karakostas and
Ales Zamuda and
Dimitrios Tsoumakos},
title = {{DAPHNE} Runtime: Harnessing Parallelism for Integrated Data Analysis
Pipelines},
booktitle = {Euro-Par Workshops},
series = {Lecture Notes in Computer Science},
volume = {14352},
pages = {242--246},
publisher = {Springer},
year = {2023}
}
@inproceedings{DBLP:conf/hpca/NguyenS23,
author = {Quan M. Nguyen and
Daniel S{\'{a}}nchez},
title = {Phloem: Automatic Acceleration of Irregular Applications with Fine-Grain
Pipeline Parallelism},
booktitle = {{HPCA}},
pages = {1262--1274},
publisher = {{IEEE}},
year = {2023}
}
@inproceedings{DBLP:conf/hpcc/LiuLLW023,
author = {Yujie Liu and
Zhiquan Lai and
Weijie Liu and
Wei Wang and
Dongsheng Li},
title = {Efficient Large Models Fine-tuning on Commodity Servers via Memory-balanced
Pipeline Parallelism},
booktitle = {HPCC/DSS/SmartCity/DependSys},
pages = {726--727},
publisher = {{IEEE}},
year = {2023}
}
@inproceedings{DBLP:conf/hpdc/XiaZWYZC23,
author = {Yaqi Xia and
Zheng Zhang and
Hulin Wang and
Donglin Yang and
Xiaobo Zhou and
Dazhao Cheng},
title = {Redundancy-Free High-Performance Dynamic {GNN} Training with Hierarchical
Pipeline Parallelism},
booktitle = {{HPDC}},
pages = {17--30},
publisher = {{ACM}},
year = {2023}
}
@inproceedings{DBLP:conf/icml/KimKYC23,
author = {Taebum Kim and
Hyoungjoo Kim and
Gyeong{-}In Yu and
Byung{-}Gon Chun},
title = {BPipe: Memory-Balanced Pipeline Parallelism for Training Large Language
Models},
booktitle = {{ICML}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {16639--16653},
publisher = {{PMLR}},
year = {2023}
}
@inproceedings{DBLP:conf/icpads/NiknamiSW23,
author = {Nadia Niknami and
Abdalaziz Sawwan and
Jie Wu},
title = {SmartPipe: Intelligently Freezing Layers in Pipeline Parallelism for
Distributed {DNN} Training},
booktitle = {{ICPADS}},
pages = {1885--1894},
publisher = {{IEEE}},
year = {2023}
}
@inproceedings{DBLP:conf/ipps/ZhangYXDTZC23,
author = {Zheng Zhang and
Donglin Yang and
Yaqi Xia and
Liang Ding and
Dacheng Tao and
Xiaobo Zhou and
Dazhao Cheng},
title = {MPipeMoE: Memory Efficient MoE for Pre-trained Models with Adaptive
Pipeline Parallelism},
booktitle = {{IPDPS}},
pages = {167--177},
publisher = {{IEEE}},
year = {2023}
}
@inproceedings{DBLP:conf/sc/LiuCZ023,
author = {Ziming Liu and
Shenggan Cheng and
Haotian Zhou and
Yang You},
title = {Hanayo: Harnessing Wave-like Pipeline Parallelism for Enhanced Large
Model Training Efficiency},
booktitle = {{SC}},
pages = {56:1--56:13},
publisher = {{ACM}},
year = {2023}
}
@inproceedings{DBLP:conf/spawc/WangDZHCL23,
author = {Luya Wang and
Yanjie Dong and
Lei Zhang and
Xiping Hu and
Laizhong Cui and
Victor C. M. Leung},
title = {Wireless Model Splitting for Communication-Efficient Personalized
Federated Learning with Pipeline Parallelism},
booktitle = {{SPAWC}},
pages = {421--425},
publisher = {{IEEE}},
year = {2023}
}
@article{DBLP:journals/corr/abs-2302-12803,
author = {Zihan Zhang and
Philip Rodgers and
Peter Kilpatrick and
Ivor T. A. Spence and
Blesson Varghese},
title = {PipeLearn: Pipeline Parallelism for Collaborative Machine Learning},
journal = {CoRR},
volume = {abs/2302.12803},
year = {2023}
}
@article{DBLP:journals/corr/abs-2303-01675,
author = {Siyu Wang and
Zongyan Cao and
Chang Si and
Lansong Diao and
Jiamang Wang and
Wei Lin},
title = {Ada-Grouper: Accelerating Pipeline Parallelism in Preempted Network
by Adaptive Group-Scheduling for Micro-Batches},
journal = {CoRR},
volume = {abs/2303.01675},
year = {2023}
}
@article{DBLP:journals/corr/abs-2304-11414,
author = {Xin Chen and
Hengheng Zhang and
Xiaotao Gu and
Kaifeng Bi and
Lingxi Xie and
Qi Tian},
title = {Pipeline MoE: {A} Flexible MoE Implementation with Pipeline Parallelism},
journal = {CoRR},
volume = {abs/2304.11414},
year = {2023}
}
@article{DBLP:journals/corr/abs-2308-10087,
author = {Jingji Chen and
Zhuoming Chen and
Xuehai Qian},
title = {GNNPipe: Accelerating Distributed Full-Graph {GNN} Training with Pipelined
Model Parallelism},
journal = {CoRR},
volume = {abs/2308.10087},
year = {2023}
}
@article{DBLP:journals/corr/abs-2308-15762,
author = {Ziming Liu and
Shenggan Cheng and
Haotian Zhou and
Yang You},
title = {Hanayo: Harnessing Wave-like Pipeline Parallelism for Enhanced Large
Model Training Efficiency},
journal = {CoRR},
volume = {abs/2308.15762},
year = {2023}
}
@article{DBLP:journals/corr/abs-2311-03703,
author = {Aaron Archer and
Matthew Fahrbach and
Kuikui Liu and
Prakash Prabhu},
title = {Pipeline Parallelism for {DNN} Inference with Practical Performance
Guarantees},
journal = {CoRR},
volume = {abs/2311.03703},
year = {2023}
}
@article{DBLP:journals/et/SparkmanSD22,
author = {Brett Sparkman and
Scott C. Smith and
Jia Di},
title = {Built-In Self-Test for Multi-Threshold {NULL} Convention Logic Asynchronous
Circuits using Pipeline Stage Parallelism},
journal = {J. Electron. Test.},
volume = {38},
number = {3},
pages = {321--334},
year = {2022}
}
@article{DBLP:journals/iotj/YoonBKL22,
author = {JinYi Yoon and
Yeongsin Byeon and
Jeewoon Kim and
HyungJune Lee},
title = {EdgePipe: Tailoring Pipeline Parallelism With Deep Neural Networks
for Volatile Wireless Edge Devices},
journal = {{IEEE} Internet Things J.},
volume = {9},
number = {14},
pages = {11633--11647},
year = {2022}
}
@article{DBLP:journals/ppl/ZhaoXWTWWIJ22,
author = {Letian Zhao and
Rui Xu and
Tianqi Wang and
Teng Tian and
Xiaotian Wang and
Wei Wu and
Chio{-}in Ieong and
Xi Jin},
title = {BaPipe: Balanced Pipeline Parallelism for {DNN} Training},
journal = {Parallel Process. Lett.},
volume = {32},
number = {3{\&}4},
pages = {2250005:1--2250005:17},
year = {2022}
}
@inproceedings{DBLP:conf/asplos/ZhaoLCSCWZLC22,
author = {Shixiong Zhao and
Fanxin Li and
Xusheng Chen and
Tianxiang Shen and
Li Chen and
Sen Wang and
Nicholas Zhang and
Cheng Li and
Heming Cui},
title = {NASPipe: high performance and reproducible pipeline parallel supernet
training via causal synchronous parallelism},
booktitle = {{ASPLOS}},
pages = {374--387},
publisher = {{ACM}},
year = {2022}
}
@inproceedings{DBLP:conf/cluster/LiuLLDGL22,
author = {Weijie Liu and
Zhiquan Lai and
Shengwei Li and
Yabo Duan and
Keshi Ge and
Dongsheng Li},
title = {AutoPipe: {A} Fast Pipeline Parallelism Approach with Balanced Partitioning
and Micro-batch Slicing},
booktitle = {{CLUSTER}},
pages = {301--312},
publisher = {{IEEE}},
year = {2022}
}
@inproceedings{DBLP:conf/dac/ChiuH22,
author = {Cheng{-}Hsiang Chiu and
Tsung{-}Wei Huang},
title = {Efficient timing propagation with simultaneous structural and pipeline
parallelisms: late breaking results},
booktitle = {{DAC}},
pages = {1388--1389},
publisher = {{ACM}},
year = {2022}
}
@inproceedings{DBLP:conf/dsd/HuIZKBCW22,
author = {Yang Hu and
Connor Imes and
Xuanang Zhao and
Souvik Kundu and
Peter A. Beerel and
Stephen P. Crago and
John Paul Walters},
title = {PipeEdge: Pipeline Parallelism for Large-Scale Model Inference on
Heterogeneous Edge Devices},
booktitle = {{DSD}},
pages = {298--307},
publisher = {{IEEE}},
year = {2022}
}
@inproceedings{DBLP:conf/hpdc/ChiuH22,
author = {Cheng{-}Hsiang Chiu and
Tsung{-}Wei Huang},
title = {Composing Pipeline Parallelism using Control Taskflow Graph},
booktitle = {{HPDC}},
pages = {283--284},
publisher = {{ACM}},
year = {2022}
}
@inproceedings{DBLP:conf/ica3pp/JiangWMHHDF22,
author = {Wei Jiang and
Bo Wang and
Sheng Ma and
Xiang Hou and
Libo Huang and
Yi Dai and
Jianbin Fang},
title = {PipeFB: An Optimized Pipeline Parallelism Scheme to Reduce the Peak
Memory Usage},
booktitle = {{ICA3PP}},
series = {Lecture Notes in Computer Science},
volume = {13777},
pages = {590--604},
publisher = {Springer},
year = {2022}
}
@inproceedings{DBLP:conf/iclr/YangZZYW22,
author = {Pengcheng Yang and
Xiaoming Zhang and
Wenpeng Zhang and
Ming Yang and
Hong Wei},
title = {Group-based Interleaved Pipeline Parallelism for Large-scale {DNN}
Training},
booktitle = {{ICLR}},
publisher = {OpenReview.net},
year = {2022}
}
@inproceedings{DBLP:conf/icpads/DuanW22,
author = {Yubin Duan and
Jie Wu},
title = {Optimizing Resource Allocation in Pipeline Parallelism for Distributed
{DNN} Training},
booktitle = {{ICPADS}},
pages = {161--168},
publisher = {{IEEE}},
year = {2022}
}
@inproceedings{DBLP:conf/ipps/BeaumontES22,
author = {Olivier Beaumont and
Lionel Eyraud{-}Dubois and
Alena Shilova},
title = {MadPipe: Memory Aware Dynamic Programming Algorithm for Pipelined
Model Parallelism},
booktitle = {{IPDPS} Workshops},
pages = {1063--1073},
publisher = {{IEEE}},
year = {2022}
}
@inproceedings{DBLP:conf/vee/BlanaruSFK22,
author = {Florin Blanaru and
Athanasios Stratikopoulos and
Juan Fumero and
Christos Kotselidis},
title = {Enabling pipeline parallelism in heterogeneous managed runtime environments
via batch processing},
booktitle = {{VEE}},
pages = {58--71},
publisher = {{ACM}},
year = {2022}
}
@article{DBLP:journals/corr/abs-2211-05953,
author = {Joel Lamy{-}Poirier},
title = {Breadth-First Pipeline Parallelism},
journal = {CoRR},
volume = {abs/2211.05953},
year = {2022}
}
@article{DBLP:journals/ijpp/JanjicBB21,
author = {Vladimir Janjic and
Christopher Brown and
Adam D. Barwell},
title = {Restoration of Legacy Parallelism: Transforming Pthreads into Farm
and Pipeline Patterns},
journal = {Int. J. Parallel Program.},
volume = {49},
number = {6},
pages = {886--910},
year = {2021}
}
@article{DBLP:journals/paapp/AndoKT21,
author = {Ruo Ando and
Youki Kadobayashi and
Hiroki Takakura},
title = {Choice of parallelism: multi-GPU driven pipeline for huge academic
backbone network},
journal = {Int. J. Parallel Emergent Distributed Syst.},
volume = {36},
number = {6},
pages = {609--622},
year = {2021}
}
@article{DBLP:journals/tcyb/LiZLWKZ21,
author = {Jian{-}Yu Li and
Zhi{-}Hui Zhan and
Run{-}Dong Liu and
Chuan Wang and
Sam Kwong and
Jun Zhang},
title = {Generation-Level Parallelism for Evolutionary Computation: {A} Pipeline-Based
Parallel Particle Swarm Optimization},
journal = {{IEEE} Trans. Cybern.},
volume = {51},
number = {10},
pages = {4848--4859},
year = {2021}
}
@inproceedings{DBLP:conf/europar/BeaumontES21,
author = {Olivier Beaumont and
Lionel Eyraud{-}Dubois and
Alena Shilova},
title = {Pipelined Model Parallelism: Complexity Results and Memory Considerations},
booktitle = {Euro-Par},
series = {Lecture Notes in Computer Science},
volume = {12820},
pages = {183--198},
publisher = {Springer},
year = {2021}
}
@inproceedings{DBLP:conf/icml/LiZGZZSS21,
author = {Zhuohan Li and
Siyuan Zhuang and
Shiyuan Guo and
Danyang Zhuo and
Hao Zhang and
Dawn Song and
Ion Stoica},
title = {TeraPipe: Token-Level Pipeline Parallelism for Training Large-Scale
Language Models},
booktitle = {{ICML}},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {6543--6552},
publisher = {{PMLR}},
year = {2021}
}
@inproceedings{DBLP:conf/ispa/JiangXMWHL21,
author = {Wei Jiang and
Rui Xu and
Sheng Ma and
Qiong Wang and
Xiang Hou and
Hongyi Lu},
title = {A Memory Saving Mechanism Based on Data Transferring for Pipeline
Parallelism},
booktitle = {ISPA/BDCloud/SocialCom/SustainCom},
pages = {1230--1235},
publisher = {{IEEE}},
year = {2021}
}
@inproceedings{DBLP:conf/sosp/KimJRICKKPW21,
author = {Jongyul Kim and
Insu Jang and
Waleed Reda and
Jaeseong Im and
Marco Canini and
Dejan Kostic and
Youngjin Kwon and
Simon Peter and
Emmett Witchel},
title = {LineFS: Efficient SmartNIC Offload of a Distributed File System with
Pipeline Parallelism},
booktitle = {{SOSP}},
pages = {756--771},
publisher = {{ACM}},
year = {2021}
}
@inproceedings{DBLP:conf/usenix/EliadHJSS21,
author = {Saar Eliad and
Ido Hakimi and
Alon De Jagger and
Mark Silberstein and
Assaf Schuster},
title = {Fine-tuning giant neural networks on commodity hardware with automatic
pipeline model parallelism},
booktitle = {{USENIX} Annual Technical Conference},
pages = {381--396},
publisher = {{USENIX} Association},
year = {2021}
}
@article{DBLP:journals/corr/abs-2102-07988,
author = {Zhuohan Li and
Siyuan Zhuang and
Shiyuan Guo and
Danyang Zhuo and
Hao Zhang and
Dawn Song and
Ion Stoica},
title = {TeraPipe: Token-Level Pipeline Parallelism for Training Large-Scale
Language Models},
journal = {CoRR},
volume = {abs/2102.07988},
year = {2021}
}
@article{DBLP:journals/corr/abs-2106-02679,
author = {Joel Lamy{-}Poirier},
title = {Layered gradient accumulation and modular pipeline parallelism: fast
and efficient training of large language models},
journal = {CoRR},
volume = {abs/2106.02679},
year = {2021}
}
@article{DBLP:journals/corr/abs-2106-12863,
author = {Ruo Ando and
Youki Kadobayashi and
Hiroki Takakura},
title = {Choice of Parallelism: Multi-GPU Driven Pipeline for Huge Academic
Backbone Network},
journal = {CoRR},
volume = {abs/2106.12863},
year = {2021}
}
@article{DBLP:journals/corr/abs-2110-14895,
author = {Yang Hu and
Connor Imes and
Xuanang Zhao and
Souvik Kundu and
Peter A. Beerel and
Stephen P. Crago and
John Paul Walters},
title = {Pipeline Parallelism for Inference on Heterogeneous Edge Computing},
journal = {CoRR},
volume = {abs/2110.14895},
year = {2021}
}
@inproceedings{DBLP:conf/ic-nc/TakisawaYI20,
author = {Naoki Takisawa and
Syunji Yazaki and
Hiroaki Ishihata},
title = {Distributed Deep Learning of ResNet50 and {VGG16} with Pipeline Parallelism},
booktitle = {{CANDAR} (Workshops)},
pages = {130--136},
publisher = {{IEEE}},
year = {2020}
}
@inproceedings{DBLP:conf/micro/NguyenS20,
author = {Quan M. Nguyen and
Daniel S{\'{a}}nchez},
title = {Pipette: Improving Core Utilization on Irregular Applications through
Intra-Core Pipeline Parallelism},
booktitle = {{MICRO}},
pages = {596--608},
publisher = {{IEEE}},
year = {2020}
}
@inproceedings{DBLP:conf/middleware/RochaMCFBS20,
author = {Isabelly Rocha and
Nathaniel Morris and
Lydia Y. Chen and
Pascal Felber and
Robert Birke and
Valerio Schiavoni},
title = {PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning
for Deep Learning Clusters},
booktitle = {Middleware},
pages = {89--104},
publisher = {{ACM}},
year = {2020}
}
@inproceedings{DBLP:conf/usenix/ParkYYNLCNC20,
author = {Jay H. Park and
Gyeongchan Yun and
Chang M. Yi and
Nguyen T. Nguyen and
Seungmin Lee and
Jaesik Choi and
Sam H. Noh and
Young{-}ri Choi},
title = {HetPipe: Enabling Large {DNN} Training on (Whimpy) Heterogeneous {GPU}
Clusters through Integration of Pipelined Model Parallelism and Data
Parallelism},
booktitle = {{USENIX} Annual Technical Conference},
pages = {307--321},
publisher = {{USENIX} Association},
year = {2020}
}
@article{DBLP:journals/corr/abs-2004-09910,
author = {Chiheon Kim and
Heungsub Lee and
Myungryong Jeong and
Woonhyuk Baek and
Boogeon Yoon and
Ildoo Kim and
Sungbin Lim and
Sungwoong Kim},
title = {torchgpipe: On-the-fly Pipeline Parallelism for Training Giant Models},
journal = {CoRR},
volume = {abs/2004.09910},
year = {2020}
}
@article{DBLP:journals/corr/abs-2005-14038,
author = {Jay H. Park and
Gyeongchan Yun and
Chang M. Yi and
Nguyen T. Nguyen and
Seungmin Lee and
Jaesik Choi and
Sam H. Noh and
Young{-}ri Choi},
title = {HetPipe: Enabling Large {DNN} Training on (Whimpy) Heterogeneous {GPU}
Clusters through Integration of Pipelined Model Parallelism and Data
Parallelism},
journal = {CoRR},
volume = {abs/2005.14038},
year = {2020}
}
@article{DBLP:journals/corr/abs-2010-00501,
author = {Isabelly Rocha and
Nathaniel Morris and
Lydia Y. Chen and
Pascal Felber and
Robert Birke and
Valerio Schiavoni},
title = {PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning
for Deep Learning Clusters},
journal = {CoRR},
volume = {abs/2010.00501},
year = {2020}
}
@article{DBLP:journals/corr/abs-2012-12544,
author = {Letian Zhao and
Rui Xu and
Tianqi Wang and
Teng Tian and
Xiaotian Wang and
Wei Wu and
Chio{-}in Ieong and
Xi Jin},
title = {BaPipe: Exploration of Balanced Pipeline Parallelism for {DNN} Training},
journal = {CoRR},
volume = {abs/2012.12544},
year = {2020}
}
@inproceedings{DBLP:conf/nips/HuangCBFCCLNLWC19,
author = {Yanping Huang and
Youlong Cheng and
Ankur Bapna and
Orhan Firat and
Dehao Chen and
Mia Xu Chen and
HyoukJoong Lee and
Jiquan Ngiam and
Quoc V. Le and
Yonghui Wu and
Zhifeng Chen},
title = {GPipe: Efficient Training of Giant Neural Networks using Pipeline
Parallelism},
booktitle = {NeurIPS},
pages = {103--112},
year = {2019}
}
@inproceedings{DBLP:conf/sosp/NarayananHPSDGG19,
author = {Deepak Narayanan and
Aaron Harlap and
Amar Phanishayee and
Vivek Seshadri and
Nikhil R. Devanur and
Gregory R. Ganger and
Phillip B. Gibbons and
Matei Zaharia},
title = {PipeDream: generalized pipeline parallelism for {DNN} training},
booktitle = {{SOSP}},
pages = {1--15},
publisher = {{ACM}},
year = {2019}
}
@article{DBLP:journals/corr/abs-1911-04610,
author = {Lei Guan and
Wotao Yin and
Dongsheng Li and
Xicheng Lu},
title = {XPipe: Efficient Pipeline Model Parallelism for Multi-GPU {DNN} Training},
journal = {CoRR},
volume = {abs/1911.04610},
year = {2019}
}
@article{DBLP:journals/corr/abs-1811-06965,
author = {Yanping Huang and
Yonglong Cheng and
Dehao Chen and
HyoukJoong Lee and
Jiquan Ngiam and
Quoc V. Le and
Zhifeng Chen},
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booktitle = {{ISPA/IUCC}},
pages = {778--785},
publisher = {{IEEE}},
year = {2017}
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author = {Yang Wang and
Kenneth B. Kent},
title = {A Region-Based Approach to Pipeline Parallelism in Java Programs on
Multicores},
booktitle = {{PDP}},
pages = {124--131},
publisher = {{IEEE} Computer Society},
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author = {Hadi Mardani Kamali and
Shaahin Hessabi},
title = {A Fault Tolerant Parallelism Approach for Implementing High-Throughput
Pipelined Advanced Encryption Standard},
journal = {J. Circuits Syst. Comput.},
volume = {25},
number = {9},
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author = {Gwangsun Kim and
Jiyun Jeong and
John Kim and
Mark Stephenson},
title = {Automatically Exploiting Implicit Pipeline Parallelism from Multiple
Dependent Kernels for GPUs},
booktitle = {{PACT}},
pages = {341--352},
publisher = {{ACM}},
year = {2016}
}
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author = {Jongsok Choi and
Ruolong Lian and
Stephen Dean Brown and
Jason Helge Anderson},
title = {A unified software approach to specify pipeline and spatial parallelism
in {FPGA} hardware},
booktitle = {{ASAP}},
pages = {75--82},
publisher = {{IEEE} Computer Society},
year = {2016}
}
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author = {Jinsu Park and
Woongki Baek},
title = {{HAP:} {A} Heterogeneity-Conscious Runtime System for Adaptive Pipeline
Parallelism},
booktitle = {Euro-Par},
series = {Lecture Notes in Computer Science},
volume = {9833},
pages = {518--530},
publisher = {Springer},
year = {2016}
}
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author = {Peter Koek and
Stefan J. Geuns and
Joost P. H. M. Hausmans and
Henk Corporaal and
Marco Jan Gerrit Bekooij},
title = {CSDFa: {A} Model for Exploiting the Trade-Off between Data and Pipeline
Parallelism},
booktitle = {{SCOPES}},
pages = {30--39},
publisher = {{ACM}},
year = {2016}
}
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author = {Chen Chen and
Kai Lu and
Xiaoping Wang and
Xu Zhou and
Zhendong Wu},
title = {A Load-Balanced Deterministic Runtime for Pipeline Parallelism},
journal = {{IEICE} Trans. Inf. Syst.},
volume = {98-D},
number = {2},
pages = {433--436},
year = {2015}
}
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author = {Shinichi Yamagiwa and
Guyue Wang and
Koichi Wada},
title = {Development of an Algorithm for Extracting Parallelism and Pipeline
Structure from Stream-based Processing flow with Spanning Tree},
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volume = {5},
number = {1},
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author = {Yu Zhang and
Zhaopeng Li and
Hui{-}Fang Cao},
title = {System-Enforced Deterministic Streaming for Efficient Pipeline Parallelism},
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number = {1},
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author = {I{-}Ting Angelina Lee and
Charles E. Leiserson and
Tao B. Schardl and
Zhunping Zhang and
Jim Sukha},
title = {On-the-Fly Pipeline Parallelism},
journal = {{ACM} Trans. Parallel Comput.},
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number = {3},
pages = {17:1--17:42},
year = {2015}
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author = {Nam{-}Luc Tran and
Thomas Peel and
Sabri Skhiri},
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booktitle = {{IEEE} BigData},
pages = {184--192},
publisher = {{IEEE} Computer Society},
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Stefan J. Geuns and
Maarten Wiggers and
Marco Jan Gerrit Bekooij},
title = {Unified dataflow model for the analysis of data and pipeline parallelism,
and buffer sizing},
booktitle = {{MEMOCODE}},
pages = {12--21},
publisher = {{IEEE}},
year = {2014}
}
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author = {Nader Khammassi and
Jean{-}Christophe Le Lann},
title = {A high-level programming model to ease pipeline parallelism expression
on shared memory multicore architectures},
booktitle = {SpringSim {(HPS)}},
pages = {9},
publisher = {{ACM}},
year = {2014}
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author = {Thomas Preud'homme},
title = {Communication inter-c{\oe}urs optimis{\'{e}}e pour le parall{\'{e}}lisme
de flux. (Optimized inter-core communication for pipeline parallelism)},
school = {Pierre and Marie Curie University, Paris, France},
year = {2013}
}
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author = {Shuai Mu and
Dongdong Li and
Yubei Chen and
Yangdong Deng and
Zhihua Wang},
title = {Exploiting the Task-Pipelined Parallelism of Stream Programs on Many-Core
GPUs},
journal = {{IEICE} Trans. Inf. Syst.},
volume = {96-D},
number = {10},
pages = {2194--2207},
year = {2013}
}
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author = {Chih{-}Sheng Lin and
Chao{-}Sheng Lin and
Yu{-}Shin Lin and
Pao{-}Ann Hsiung and
Chihhsiong Shih},
title = {Multi-objective exploitation of pipeline parallelism using clustering,
replication and duplication in embedded multi-core systems},
journal = {J. Syst. Archit.},
volume = {59},
number = {10-C},
pages = {1083--1094},
year = {2013}
}
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author = {Daniel Cordes and
Michael Engel and
Olaf Neugebauer and
Peter Marwedel},
title = {Automatic Extraction of pipeline parallelism for embedded heterogeneous
multi-core platforms},
booktitle = {{CASES}},
pages = {4:1--4:10},
publisher = {{IEEE}},
year = {2013}
}
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author = {Lars Schor and
Hoeseok Yang and
Iuliana Bacivarov and
Lothar Thiele},
title = {Expandable process networks to efficiently specify and explore task,
data, and pipeline parallelism},
booktitle = {{CASES}},
pages = {5:1--5:10},
publisher = {{IEEE}},
year = {2013}
}
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author = {Peng Li and
Kunal Agrawal and
Jeremy Buhler and
Roger D. Chamberlain},
title = {Adding data parallelism to streaming pipelines for throughput optimization},
booktitle = {HiPC},
pages = {20--29},
publisher = {{IEEE} Computer Society},
year = {2013}
}
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author = {Shinichi Yamagiwa and
Ryo Jozaki and
Shixun Zhang and
Ryo Zaizen and
Dewen Xu},
title = {Exploiting Execution Order and Parallelism from Processing Flow Applying
Pipeline-Based Programming Method on Manycore Accelerators},
booktitle = {{ICPP}},
pages = {708--717},
publisher = {{IEEE} Computer Society},
year = {2013}
}
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author = {Jonathan Ragan{-}Kelley and
Connelly Barnes and
Andrew Adams and
Sylvain Paris and
Fr{\'{e}}do Durand and
Saman P. Amarasinghe},
title = {Halide: a language and compiler for optimizing parallelism, locality,
and recomputation in image processing pipelines},
booktitle = {{PLDI}},
pages = {519--530},
publisher = {{ACM}},
year = {2013}
}
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author = {Md. Kamruzzaman and
Steven Swanson and
Dean M. Tullsen},
title = {Load-balanced pipeline parallelism},
booktitle = {{SC}},
pages = {14:1--14:12},
publisher = {{ACM}},
year = {2013}
}
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author = {Hans Vandierendonck and
Kallia Chronaki and
Dimitrios S. Nikolopoulos},
title = {Deterministic scale-free pipeline parallelism with hyperqueues},
booktitle = {{SC}},
pages = {32:1--32:12},
publisher = {{ACM}},
year = {2013}
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author = {I{-}Ting Angelina Lee and
Charles E. Leiserson and
Tao B. Schardl and
Jim Sukha and
Zhunping Zhang},
title = {On-the-fly pipeline parallelism},
booktitle = {{SPAA}},
pages = {140--151},
publisher = {{ACM}},
year = {2013}
}
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author = {Daniel Cordes and
Michael Engel and
Peter Marwedel and
Olaf Neugebauer},
title = {Automatic extraction of multi-objective aware pipeline parallelism
using genetic algorithms},
booktitle = {{CODES+ISSS}},
pages = {73--82},
publisher = {{ACM}},
year = {2012}
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author = {Siegfried Benkner and
Enes Bajrovic and
Erich Marth and
Martin Sandrieser and
Raymond Namyst and
Samuel Thibault},
title = {High-Level Support for Pipeline Parallelism on Many-Core Architectures},
booktitle = {Euro-Par},
series = {Lecture Notes in Computer Science},
volume = {7484},
pages = {614--625},
publisher = {Springer},
year = {2012}
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author = {Thomas Preud'homme and
Julien Sopena and
Ga{\"{e}}l Thomas and
Bertil Folliot},
title = {An Improvement of OpenMP Pipeline Parallelism with the BatchQueue
Algorithm},
booktitle = {{ICPADS}},
pages = {348--355},
publisher = {{IEEE} Computer Society},
year = {2012}
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author = {Peng Chen and
Donglei Yang and
Weihua Zhang and
Yi Li and
Binyu Zang and
Haibo Chen},
title = {Adaptive Pipeline Parallelism for Image Feature Extraction Algorithms},
booktitle = {{ICPP}},
pages = {299--308},
publisher = {{IEEE} Computer Society},
year = {2012}
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author = {Apan Qasem},
title = {Efficient execution of time-step computations with pipelined parallelism
and inter-thread data locality optimizaitions},
booktitle = {{PMAM}},
pages = {27--35},
publisher = {{ACM}},
year = {2012}
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author = {Daniel S{\'{a}}nchez and
David Lo and
Richard M. Yoo and
Jeremy Sugerman and
Christos Kozyrakis},
title = {Dynamic Fine-Grain Scheduling of Pipeline Parallelism},
booktitle = {{PACT}},
pages = {22--32},
publisher = {{IEEE} Computer Society},
year = {2011}
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author = {Shigang Li and
Shucai Yao and
Haohu He and
Lili Sun and
Yi Chen and
Yunfeng Peng},
title = {Extending Synchronization Constructs in OpenMP to Exploit Pipeline
Parallelism on Heterogeneous Multi-core},
booktitle = {{ICA3PP} {(2)}},
series = {Lecture Notes in Computer Science},
volume = {7017},
pages = {54--63},
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year = {2011}
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author = {Daniel Cordes and
Andreas Heinig and
Peter Marwedel and
Arindam Mallik},
title = {Automatic Extraction of Pipeline Parallelism for Embedded Software
Using Linear Programming},
booktitle = {{ICPADS}},
pages = {699--706},
publisher = {{IEEE} Computer Society},
year = {2011}
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author = {Eric C. Reed and
Nicholas Chen and
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title = {Expressing pipeline parallelism using {TBB} constructs: a case study
on what works and what doesn't},
booktitle = {{SPLASH} Workshops},
pages = {133--138},
publisher = {{ACM}},
year = {2011}
}
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author = {Horacio Gonz{\'{a}}lez{-}V{\'{e}}lez and
Murray Cole},
title = {Adaptive structured parallelism for distributed heterogeneous architectures:
a methodological approach with pipelines and farms},
journal = {Concurr. Comput. Pract. Exp.},
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author = {Sean Rul and
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journal = {Parallel Comput.},
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author = {M. Aater Suleman and
Moinuddin K. Qureshi and
Khubaib and
Yale N. Patt},
title = {Feedback-directed pipeline parallelism},
booktitle = {{PACT}},
pages = {147--156},
publisher = {{ACM}},
year = {2010}
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author = {Georgios Tournavitis and
Bj{\"{o}}rn Franke},
title = {Semi-automatic extraction and exploitation of hierarchical pipeline
parallelism using profiling information},
booktitle = {{PACT}},
pages = {377--388},
publisher = {{ACM}},
year = {2010}
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author = {Frank Otto and
Christoph A. Schaefer and
Matthias Dempe and
Walter F. Tichy},
title = {A Language-Based Tuning Mechanism for Task and Pipeline Parallelism},
booktitle = {Euro-Par {(2)}},
series = {Lecture Notes in Computer Science},
volume = {6272},
pages = {328--340},
publisher = {Springer},
year = {2010}
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author = {Angeles G. Navarro and
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title = {Analytical Modeling of Pipeline Parallelism},
booktitle = {{PACT}},
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booktitle = {{ICPP} Workshops},
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David G. Messerschmitt},
title = {Pipeline interleaving and parallelism in recursive digital filters.
I. Pipelining using scattered look-ahead and decomposition},
journal = {{IEEE} Trans. Acoust. Speech Signal Process.},
volume = {37},
number = {7},
pages = {1099--1117},
year = {1989}
}
@article{DBLP:journals/tsp/ParhiM89a,
author = {Keshab K. Parhi and
David G. Messerschmitt},
title = {Pipeline interleaving and parallelism in recursive digital filters.
{II.} Pipelined incremental block filtering},
journal = {{IEEE} Trans. Acoust. Speech Signal Process.},
volume = {37},
number = {7},
pages = {1118--1134},
year = {1989}
}
@inproceedings{DBLP:conf/eurographics/ChapmanL89,
author = {Paul A. Chapman and
Eric Lewis},
title = {Adding Parallelism in Object Space to the Rendering Pipeline},
booktitle = {Eurographics},
publisher = {North-Holland / Eurographics Association},
year = {1989}
}
@article{DBLP:journals/computer/Witt85a,
author = {Bernard I. Witt},
title = {Parallelism, Pipelines, and Partitions: Variations on Communicating
Modules},
journal = {Computer},
volume = {18},
number = {2},
pages = {105--112},
year = {1985}
}
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