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Arpan Jain
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Gems: Gpu-enabled memory-aware model-parallelism system for distributed dnn training
A Jain, AA Awan, AM Aljuhani, JM Hashmi, QG Anthony, H Subramoni, ...
SC20: International Conference for High Performance Computing, Networking …, 2020
442020
A novel genetically optimized convolutional neural network for traffic sign recognition: A new benchmark on Belgium and Chinese traffic sign datasets
A Jain, A Mishra, A Shukla, R Tiwari
Neural Processing Letters 50 (3), 3019-3043, 2019
392019
Performance characterization of dnn training using tensorflow and pytorch on modern clusters
A Jain, AA Awan, Q Anthony, H Subramoni, DKDK Panda
2019 IEEE International Conference on Cluster Computing (CLUSTER), 1-11, 2019
392019
Scaling tensorflow, pytorch, and mxnet using mvapich2 for high-performance deep learning on frontera
A Jain, AA Awan, H Subramoni, DK Panda
2019 IEEE/ACM Third Workshop on Deep Learning on Supercomputers (DLS), 76-83, 2019
282019
Communication profiling and characterization of deep-learning workloads on clusters with high-performance interconnects
AA Awan, A Jain, CH Chu, H Subramoni, DK Panda
IEEE Micro 40 (1), 35-43, 2019
212019
Designing a profiling and visualization tool for scalable and in-depth analysis of high-performance GPU clusters
P Kousha, B Ramesh, KK Suresh, CH Chu, A Jain, N Sarkauskas, ...
2019 IEEE 26th International Conference on High Performance Computing, Data …, 2019
192019
Accelerating CPU-based distributed DNN training on modern HPC clusters using bluefield-2 DPUs
A Jain, N Alnaasan, A Shafi, H Subramoni, DK Panda
2021 IEEE Symposium on High-Performance Interconnects (HOTI), 17-24, 2021
142021
Hypar-flow: Exploiting mpi and keras for scalable hybrid-parallel dnn training using tensorflow
AA Awan, A Jain, Q Anthony, H Subramoni, DK Panda
arXiv preprint arXiv:1911.05146, 2019
14*2019
Super: Sub-graph parallelism for transformers
A Jain, T Moon, T Benson, H Subramoni, SA Jacobs, DK Panda, ...
2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2021
102021
INAM: cross-stack profiling and analysis of communication in MPI-based applications
P Kousha, KR Sankarapandian Dayala Ganesh Ram, M Kedia, ...
Practice and Experience in Advanced Research Computing, 1-11, 2021
82021
Efficient training of semantic image segmentation on summit using horovod and mvapich2-gdr
Q Anthony, AA Awan, A Jain, H Subramoni, DKDK Panda
2020 IEEE International Parallel and Distributed Processing Symposium …, 2020
72020
Optimizing distributed DNN training using CPUs and BlueField-2 DPUs
A Jain, N Alnaasan, A Shafi, H Subramoni, DK Panda
IEEE Micro 42 (2), 53-60, 2021
42021
OMB-Py: Python micro-benchmarks for evaluating performance of MPI libraries on HPC systems
N Alnaasan, A Jain, A Shafi, H Subramoni, DK Panda
2022 IEEE International Parallel and Distributed Processing Symposium …, 2022
32022
Hy-Fi: Hybrid Five-Dimensional Parallel DNN Training on High-Performance GPU Clusters
A Jain, A Shafi, Q Anthony, P Kousha, H Subramoni, DK Panda
International Conference on High Performance Computing, 109-130, 2022
32022
“Hey CAI” - Conversational AI Enabled User Interface for HPC Tools
P Kousha, A Jain, A Kolli, S Miriyala, P Sainath, H Subramoni, A Shafi, ...
International Conference on High Performance Computing, 87-108, 2022
22022
SAI: AI-Enabled Speech Assistant Interface for Science Gateways in HPC
P Kousha, A Jain, A Kolli, M Lieber, M Han, N Contini, H Subramoni, ...
International Conference on High Performance Computing, 402-424, 2023
12023
Application of Egyptian Vulture Optimization in Speech Emotion Recognition.
S Sahu, A Jain, R Tiwari, A Shukla
SLTU, 230-234, 2018
12018
Check for updates SAI: AI-Enabled Speech Assistant Interface for Science Gateways in HPC
P Kousha, A Jain, A Kolli, M Lieber, M Han, N Contini, H Subramoni, ...
High Performance Computing: 38th International Conference, ISC High …, 2023
2023
Novel Parallelization Strategies for High-Performance DNN Training on HPC Systems
A Jain
The Ohio State University, 2023
2023
AccDP: Accelerated Data-Parallel Distributed DNN Training for Modern GPU-Based HPC Clusters
N Alnaasan, A Jain, A Shafi, H Subramoni, DK Panda
2022 IEEE 29th International Conference on High Performance Computing, Data …, 2022
2022
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