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2020 – today
- 2024
[c7]Shiwei Zhang
, Lansong Diao, Chuan Wu, Zongyan Cao, Siyu Wang, Wei Lin:
HAP: SPMD DNN Training on Heterogeneous GPU Clusters with Automated Program Synthesis. EuroSys 2024: 524-541- [i9]Shiwei Zhang, Lansong Diao, Chuan Wu, Zongyan Cao, Siyu Wang, Wei Lin:
HAP: SPMD DNN Training on Heterogeneous GPU Clusters with Automated Program Synthesis. CoRR abs/2401.05965 (2024) - 2023
- [j2]Shiwei Zhang, Xiaodong Yi, Lansong Diao, Chuan Wu, Siyu Wang, Wei Lin:
Expediting Distributed DNN Training With Device Topology-Aware Graph Deployment. IEEE Trans. Parallel Distributed Syst. 34(4): 1281-1293 (2023) - [i8]Shiwei Zhang, Xiaodong Yi, Lansong Diao, Chuan Wu, Siyu Wang, Wei Lin:
Expediting Distributed DNN Training with Device Topology-Aware Graph Deployment. CoRR abs/2302.06126 (2023) - [i7]Shiwei Zhang, Lansong Diao, Siyu Wang, Zongyan Cao, Yiliang Gu, Chang Si, Ziji Shi, Zhen Zheng, Chuan Wu, Wei Lin:
Auto-Parallelizing Large Models with Rhino: A Systematic Approach on Production AI Platform. CoRR abs/2302.08141 (2023) - [i6]Siyu Wang, Zongyan Cao, Chang Si, Lansong Diao, Jiamang Wang, Wei Lin:
Ada-Grouper: Accelerating Pipeline Parallelism in Preempted Network by Adaptive Group-Scheduling for Micro-Batches. CoRR abs/2303.01675 (2023) - 2022
- [j1]Xiaodong Yi, Shiwei Zhang, Lansong Diao, Chuan Wu, Zhen Zheng, Shiqing Fan, Siyu Wang, Jun Yang, Wei Lin:
Optimizing DNN Compilation for Distributed Training With Joint OP and Tensor Fusion. IEEE Trans. Parallel Distributed Syst. 33(12): 4694-4706 (2022) - [c6]Shiwei Zhang, Lansong Diao, Chuan Wu, Siyu Wang, Wei Lin:
Accelerating large-scale distributed neural network training with SPMD parallelism. SoCC 2022: 403-418 - [i5]Xiaodong Yi, Shiwei Zhang, Lansong Diao, Chuan Wu, Zhen Zheng, Shiqing Fan, Siyu Wang, Jun Yang, Wei Lin:
Optimizing DNN Compilation for Distributed Training with Joint OP and Tensor Fusion. CoRR abs/2209.12769 (2022) - 2021
- [c5]Kai Zhu, Wenyi Zhao, Zhen Zheng, Tianyou Guo, Pengzhan Zhao, Junjie Bai, Jun Yang, Xiaoyong Liu, Lansong Diao, Wei Lin:
DISC: A Dynamic Shape Compiler for Machine Learning Workloads. EuroMLSys@EuroSys 2021: 89-95 - [c4]Shiqing Fan, Yi Rong, Chen Meng, Zongyan Cao, Siyu Wang, Zhen Zheng, Chuan Wu, Guoping Long, Jun Yang, Lixue Xia, Lansong Diao, Xiaoyong Liu, Wei Lin:
DAPPLE: a pipelined data parallel approach for training large models. PPoPP 2021: 431-445 - [i4]Kai Zhu, Wenyi Zhao, Zhen Zheng, Tianyou Guo, Pengzhan Zhao, Junjie Bai, Jun Yang, Xiaoyong Liu, Lansong Diao, Wei Lin:
DISC: A Dynamic Shape Compiler for Machine Learning Workloads. CoRR abs/2103.05288 (2021) - 2020
- [c3]Xiaodong Yi, Shiwei Zhang, Ziyue Luo, Guoping Long, Lansong Diao, Chuan Wu, Zhen Zheng, Jun Yang, Wei Lin:
Optimizing distributed training deployment in heterogeneous GPU clusters. CoNEXT 2020: 93-107 - [i3]Shiqing Fan, Yi Rong, Chen Meng, Zongyan Cao, Siyu Wang, Zhen Zheng, Chuan Wu, Guoping Long, Jun Yang, Lixue Xia, Lansong Diao, Xiaoyong Liu, Wei Lin:
DAPPLE: A Pipelined Data Parallel Approach for Training Large Models. CoRR abs/2007.01045 (2020) - [i2]Siyu Wang, Yi Rong, Shiqing Fan, Zhen Zheng, Lansong Diao, Guoping Long, Jun Yang, Xiaoyong Liu, Wei Lin:
Auto-MAP: A DQN Framework for Exploring Distributed Execution Plans for DNN Workloads. CoRR abs/2007.04069 (2020) - [i1]Zhen Zheng, Pengzhan Zhao, Guoping Long, Feiwen Zhu, Kai Zhu, Wenyi Zhao, Lansong Diao, Jun Yang, Wei Lin:
FusionStitching: Boosting Memory Intensive Computations for Deep Learning Workloads. CoRR abs/2009.10924 (2020)
2010 – 2019
- 2019
- [c2]Lixue Xia, Lansong Diao, Zhao Jiang, Hao Liang, Kai Chen, Li Ding, Shunli Dou, Zibin Su, Meng Sun, Jiansong Zhang, Wei Lin:
PAI-FCNN: FPGA Based Inference System for Complex CNN Models. ASAP 2019: 107-114 - [c1]Lansong Diao, Zhao Jiang, Hao Liang, Chang'an Ye, Kai Chen, Li Ding, Shunli Dou, Meng Sun, Lixue Xia, Jiansong Zhang, Wei Lin:
PAI-FCNN: FPGA Based CNN Inference System. FPGA 2019: 184
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