Lansong Diao

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 18

Top Topics

Training Examples

Neural Network Training

Distributed Sensor Networks

Top Venues

IEEE Trans. Parallel Distributed Syst.

Publications

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 (2024)
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)
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) (2023)
Shiwei Zhang, Xiaodong Yi, Lansong Diao, Chuan Wu, Siyu Wang, Wei Lin
Expediting Distributed DNN Training with Device Topology-Aware Graph Deployment. CoRR (2023)
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 (2023)
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 (2023)
Shiwei Zhang, Lansong Diao, Chuan Wu, Siyu Wang, Wei Lin
Accelerating large-scale distributed neural network training with SPMD parallelism. SoCC (2022)
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) (2022)
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 (2022)
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)
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 (2021)
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)
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 (2020)
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 (2020)
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)
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 (2020)
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)
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)