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Shiru Ren
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AntMan: Dynamic Scaling on GPU Clusters for Deep Learning
W Xiao, S Ren, Y Li, Y Zhang, P Hou, Z Li, Y Feng, W Lin, Y Jia
14th {USENIX} Symposium on Operating Systems Design and Implementation …, 2020
1512020
Samsara: Efficient Deterministic Replay in Multiprocessor Environments with Hardware Virtualization Extensions
S Ren, C Li, L Tan, Z Xiao
Proceedings of the 2016 USENIX Annual Technical Conference (USENIX ATC 16), 1-7, 2016
33*2016
Phantasy: Low-latency virtualization-based fault tolerance via asynchronous prefetching
S Ren, Y Zhang, L Pan, Z Xiao
IEEE Transactions on Computers 68 (2), 225-238, 2018
82018
Leveraging hardware-assisted virtualization for deterministic replay on commodity multi-core processors
S Ren, L Tan, C Li, Z Xiao, W Song
IEEE Transactions on Computers 67 (1), 45-58, 2017
62017
Easyscale: Accuracy-consistent elastic training for deep learning
M Li, W Xiao, B Sun, H Zhao, H Yang, S Ren, Z Luan, X Jia, Y Liu, Y Li, ...
arXiv preprint arXiv:2208.14228, 2022
42022
Goldminer: Elastic scaling of training data pre-processing pipelines for deep learning
H Zhao, Z Yang, Y Cheng, C Tian, S Ren, W Xiao, M Yuan, L Chen, K Liu, ...
Proceedings of the ACM on Management of Data 1 (2), 1-25, 2023
22023
EasyScale: Elastic Training with Consistent Accuracy and Improved Utilization on GPUs
M Li, W Xiao, H Yang, B Sun, H Zhao, S Ren, Z Luan, X Jia, Y Liu, Y Li, ...
Proceedings of the International Conference for High Performance Computing …, 2023
12023
PRmalloc: Leveraging Predictability for Deep Learning Memory Allocation
W Xiao, S Ren, T Liu, Y Li
2019
Samsara
S Ren, C Li, ZX Le Tan
Proceedings of the 6th Asia-Pacific Workshop on Systems, 2015
2015
Samsara: Efficient deterministic replay with hardware virtualization extensions
S Ren, C Li, L Tan, Z Xiao
Proceedings of the 6th Asia-Pacific workshop on systems, 1-7, 2015
2015
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Articles 1–10