Hari Subramoni

ORCID

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 143

Top Venues

Publications

Bharath Ramesh, Nick Contini, Nawras Alnaasan, Kaushik Kandadi Suresh, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. D. K. Panda
HINT: Designing Cache-Efficient MPI_Alltoall using Hybrid Memory Copy Ordering and Non-Temporal Instructions. IPDPS (2024)
Mingzhe Han, Goutham Kalikrishna Reddy Kuncham, Benjamin Michalowicz, Rahul Vaidya, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. D. K. Panda
PML-MPI: A Pre-Trained ML Framework for Efficient Collective Algorithm Selection in MPI. IPDPS (Workshops) (2024)
Nicholas Contini, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
OMB-FPGA: A Microbenchmark Suite for FPGA-aware MPIs using OpenCL and SYCL. PEARC (2024)
Tu Tran, Bharath Ramesh, Benjamin Michalowicz, Mustafa Abduljabbar, Hari Subramoni, Aamir Shafi, Dhabaleswar K. Panda
Accelerating communication with multi-HCA aware collectives in MPI. Concurr. Comput. Pract. Exp. 36 (1) (2024)
Chen-Chun Chen, Goutham Kalikrishna Reddy Kuncham, Pouya Kousha, Hari Subramoni, Dhabaleswar K. Panda
Design and Implementation of an IPC-based Collective MPI Library for Intel GPUs. PEARC (2024)
Jinghan Yao, Quentin Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Exploiting Inter-Layer Expert Affinity for Accelerating Mixture-of-Experts Model Inference. IPDPS (2024)
Radha Gulhane, Quentin Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Infer-HiRes: Accelerating Inference for High-Resolution Images with Quantization and Distributed Deep Learning. PEARC (2024)
Tu Tran, Mustafa Abduljabbar, HooYoung Ahn, SeonYoung Kim, Yoo-Mi Park, Woojong Han, Shin-Young Ahn, Hari Subramoni, Dhabaleswar K. Panda
OMB-CXL: A Micro-Benchmark Suite for Evaluating MPI Communication Utilizing Compute Express Link Memory Devices. PEARC (2024)
Quentin Anthony, Jacob Hatef, Deepak Narayanan, Stella Biderman, Stas Bekman, Junqi Yin, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
The Case for Co-Designing Model Architectures with Hardware. ICPP (2024)
Dhabaleswar K. Panda, Hari Subramoni
Message from the HCW 2024 Technical Program Committee Co-Chairs. IPDPS (Workshops) (2024)
Jinghan Yao, Quentin Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Exploiting Inter-Layer Expert Affinity for Accelerating Mixture-of-Experts Model Inference. CoRR (2024)
Quentin Anthony, Jacob Hatef, Deepak Narayanan, Stella Biderman, Stas Bekman, Junqi Yin, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
The Case for Co-Designing Model Architectures with Hardware. CoRR (2024)
Dhabaleswar K. Panda, Hari Subramoni
Message from the HCW 2024 Technical Program Committee Co-Chairs. IPDPS (Workshops) (2024)
Pouya Kousha, Qinghua Zhou, Hari Subramoni, Dhabaleswar K. Panda
Benchmarking Modern Databases for Storing and Profiling Very Large Scale HPC Communication Data. Bench (2023)
Quentin Anthony, Ammar Ahmad Awan, Jeff Rasley, Yuxiong He, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
MCR-DL: Mix-and-Match Communication Runtime for Deep Learning. CoRR (2023)
Benjamin Michalowicz, Kaushik Kandadi Suresh, Hari Subramoni, Dhabaleswar K. D. K. Panda, Stephen W. Poole
Battle of the BlueFields: An In-Depth Comparison of the BlueField-2 and BlueField-3 SmartNICs. HOTI (2023)
Kawthar Shafie Khorassani, Chen-Chun Chen, Bharath Ramesh, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
High Performance MPI over the Slingshot Interconnect. J. Comput. Sci. Technol. 38 (1) (2023)
Bharath Ramesh, Goutham Kalikrishna Reddy Kuncham, Kaushik Kandadi Suresh, Rahul Vaidya, Nawras Alnaasan, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. D. K. Panda
Designing In-network Computing Aware Reduction Collectives in MPI. HOTI (2023)
Benjamin Michalowicz, Kaushik Kandadi Suresh, Bharath Ramesh, Aamir Shafi, Hari Subramoni, Mustafa Abduljabbar, Dhabaleswar K. Panda
In-Depth Evaluation of a Lower-Level Direct-Verbs API on InfiniBand-based Clusters: Early Experiences. IPDPS Workshops (2023)
Samuel Khuvis, Karen Tomko, Scott R. Brozell, Chen-Chun Chen, Hari Subramoni, Dhabaleswar K. Panda
Optimizing Amber for Device-to-Device GPU Communication. PEARC (2023)
Quentin Anthony, Ammar Ahmad Awan, Jeff Rasley, Yuxiong He, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
MCR-DL: Mix-and-Match Communication Runtime for Deep Learning. IPDPS (2023)
Hyunho Ahn, Tian Chen, Nawras Alnaasan, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Performance Characterization of Using Quantization for DNN Inference on Edge Devices. ICFEC (2023)
Chen-Chun Chen, Kawthar Shafie Khorassani, Goutham Kalikrishna Reddy Kuncham, Rahul Vaidya, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Implementing and Optimizing a GPU-aware MPI Library for Intel GPUs: Early Experiences. CCGrid (2023)
Shulei Xu, Goutham Kalikrishna Reddy Kuncham, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. D. K. Panda
Optimized All-to-All Connection Establishment for High-Performance MPI Libraries Over InfiniBand. HiPC (2023)
Kawthar Shafie Khorassani, Chen-Chun Chen, Hari Subramoni, Dhabaleswar K. Panda
. IPDPS (2023)
Jinghan Yao, Nawras Alnaasan, Tian Chen, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Flover: A Temporal Fusion Framework for Efficient Autoregressive Model Parallel Inference. CoRR (2023)
Benjamin Michalowicz, Kaushik Kandadi Suresh, Hari Subramoni, Dhabaleswar K. Panda, Steve Poole
DPU-Bench: A Micro-Benchmark Suite to Measure Offload Efficiency Of SmartNICs. PEARC (2023)
Chen-Chun Chen, Kawthar Shafie Khorassani, Pouya Kousha, Qinghua Zhou, Jinghan Yao, Hari Subramoni, Dhabaleswar K. Panda
MPI-xCCL: A Portable MPI Library over Collective Communication Libraries for Various Accelerators. SC Workshops (2023)
Jinghan Yao, Nawras Alnaasan, Tian Chen, Aamir Shafi, Hari Subramoni, Dhabaleswar K. D. K. Panda
Flover: A Temporal Fusion Framework for Efficient Autoregressive Model Parallel Inference. HiPC (2023)
Hyunho Ahn, Tian Chen, Nawras Alnaasan, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Performance Characterization of using Quantization for DNN Inference on Edge Devices: Extended Version. CoRR (2023)
Nicholas Contini, Bharath Ramesh, Kaushik Kandadi Suresh, Tu Tran, Benjamin Michalowicz, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Enabling Reconfigurable HPC through MPI-based Inter-FPGA Communication. ICS (2023)
Quentin Anthony, Lang Xu, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
ScaMP: Scalable Meta-Parallelism for Deep Learning Search. CCGrid (2023)
Pouya Kousha, Arpan Jain, Ayyappa Kolli, Matthew Lieber, Mingzhe Han, Nicholas Contini, Hari Subramoni, Dhabaleswar K. Panda
SAI: AI-Enabled Speech Assistant Interface for Science Gateways in HPC. ISC (2023)
Kaushik Kandadi Suresh, Kawthar Shafie Khorassani, Chen-Chun Chen, Bharath Ramesh, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Network-Assisted Noncontiguous Transfers for GPU-Aware MPI Libraries. IEEE Micro 43 (2) (2023)
Nawras Alnaasan, Matthew Lieber, Aamir Shafi, Hari Subramoni, Scott Shearer, Dhabaleswar K. Panda
HARVEST: High-Performance Artificial Vision Framework for Expert Labeling using Semi-Supervised Training. BigData (2023)
Qinghua Zhou, Quentin Anthony, Lang Xu, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Accelerating Distributed Deep Learning Training with Compression Assisted Allgather and Reduce-Scatter Communication. IPDPS (2023)
Pouya Kousha, Vivekananda Sathu, Matthew Lieber, Hari Subramoni, Dhabaleswar K. Panda
Democratizing HPC Access and Use with Knowledge Graphs. SC Workshops (2023)
Kinan Al-Attar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
MPI4Spark Meets YARN: Enhancing MPI4Spark through YARN support for HPC. BigData (2023)
Kaushik Kandadi Suresh, Benjamin Michalowicz, Bharath Ramesh, Nicholas Contini, Jinghan Yao, Shulei Xu, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
A Novel Framework for Efficient Offloading of Communication Operations to Bluefield SmartNICs. IPDPS (2023)
Quentin Anthony, Lang Xu, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
ScaMP: Scalable Meta-Parallelism for Deep Learning Search. CCGridW (2023)
Nawras Alnaasan, Arpan Jain, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
OMB-Py: Python Micro-Benchmarks for Evaluating Performance of MPI Libraries on HPC Systems. IPDPS Workshops (2022)
Kinan Al-Attar, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Spark Meets MPI: Towards High-Performance Communication Framework for Spark using MPI. CLUSTER (2022)
Pouya Kousha, Arpan Jain, Ayyappa Kolli, Prasanna Sainath, Hari Subramoni, Aamir Shafi, Dhabaleswar K. Panda
"Hey CAI" - Conversational AI Enabled User Interface for HPC Tools. ISC (2022)
Kaushik Kandadi Suresh, Kawthar Shafie Khorassani, Chen-Chun Chen, Bharath Ramesh, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Network Assisted Non-Contiguous Transfers for GPU-Aware MPI Libraries. HOTI (2022)
Shulei Xu, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Arm meets Cloud: A Case Study of MPI Library Performance on AWS Arm-based HPC Cloud with Elastic Fabric Adapter. IPDPS Workshops (2022)
Kaushik Kandadi Suresh, Akshay Paniraja Guptha, Benjamin Michalowicz, Bharath Ramesh, Mustafa Abduljabbar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Efficient Personalized and Non-Personalized Alltoall Communication for Modern Multi-HCA GPU-Based Clusters. HIPC (2022)
Nawras Alnaasan, Arpan Jain, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
AccDP: Accelerated Data-Parallel Distributed DNN Training for Modern GPU-Based HPC Clusters. HIPC (2022)
Apan Qasem, Hartwig Anzt, Eduard Ayguadé, Katharine Cahill, Ramon Canal, Jany Chan, Eric Fosler-Lussier, Fritz Göbel, Arpan Jain, Marcel Koch, Mateusz Kuzak, Josep Llosa, Raghu Machiraju, Xavier Martorell, Pratik Nayak, Shameema Oottikkal, Marcin Ostasz, Dhabaleswar K. Panda, Dirk Pleiter, Rajiv Ramnath, Maria-Ribera Sancho, Alessio Sclocco, Aamir Shafi, Hanno Spreeuw, Hari Subramoni, Karen Tomko
Lightning Talks of EduHPC 2022. EduHPC@SC (2022)
Arpan Jain, Aamir Shafi, Quentin Anthony, Pouya Kousha, Hari Subramoni, Dhabaleswar K. Panda
Hy-Fi: Hybrid Five-Dimensional Parallel DNN Training on High-Performance GPU Clusters. ISC (2022)
Kawthar Shafie Khorassani, Chen-Chun Chen, Bharath Ramesh, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
High Performance MPI over the Slingshot Interconnect: Early Experiences. PEARC (2022)
Qinghua Zhou, Pouya Kousha, Quentin Anthony, Kawthar Shafie Khorassani, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Accelerating MPI All-to-All Communication with Online Compression on Modern GPU Clusters. ISC (2022)
Bharath Ramesh, Qinghua Zhou, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar K. Panda
Designing Efficient Pipelined Communication Schemes using Compression in MPI Libraries. HIPC (2022)
Arpan Jain, Nawras Alnaasan, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Optimizing Distributed DNN Training Using CPUs and BlueField-2 DPUs. IEEE Micro 42 (2) (2022)
Chen-Chun Chen, Kawthar Shafie Khorassani, Quentin G. Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Highly Efficient Alltoall and Alltoallv Communication Algorithms for GPU Systems. IPDPS Workshops (2022)
Qinghua Zhou, Quentin Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Accelerating Broadcast Communication with GPU Compression for Deep Learning Workloads. HIPC (2022)
Kinan Al-Attar, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Towards Java-based HPC using the MVAPICH2 Library: Early Experiences. IPDPS Workshops (2022)
Tu Tran, Benjamin Michalowicz, Bharath Ramesh, Hari Subramoni, Aamir Shafi, Dhabaleswar K. Panda
Designing Hierarchical Multi-HCA Aware Allgather in MPI. ICPP Workshops (2022)
Dhabaleswar Kumar Panda, Hari Subramoni, Ching-Hsiang Chu, Mohammadreza Bayatpour
The MVAPICH project: Transforming research into high-performance MPI library for HPC community. J. Comput. Sci. 52 (2021)
Yuntian He, Saket Gurukar, Pouya Kousha, Hari Subramoni, Dhabaleswar K. Panda, Srinivasan Parthasarathy
DistMILE: A Distributed Multi-Level Framework for Scalable Graph Embedding. HiPC (2021)
Nick Sarkauskas, Mohammadreza Bayatpour, Tu Tran, Bharath Ramesh, Hari Subramoni, Dhabaleswar K. Panda
Large-Message Nonblocking MPI_Iallgather and MPI Ibcast Offload via BlueField-2 DPU. HiPC (2021)
Pouya Kousha, Kamal Raj Sankarapandian Dayala Ganesh Ram, Mansa Kedia, Hari Subramoni, Arpan Jain, Aamir Shafi, Dhabaleswar K. Panda, Trey Dockendorf, Heechang Na, Karen Tomko
INAM: Cross-stack Profiling and Analysis of Communication in MPI-based Applications. PEARC (2021)
Kawthar Shafie Khorassani, Jahanzeb Maqbool Hashmi, Ching-Hsiang Chu, Chen-Chun Chen, Hari Subramoni, Dhabaleswar K. Panda
Designing a ROCm-Aware MPI Library for AMD GPUs: Early Experiences. ISC (2021)
Arpan Jain, Nawras Alnaasan, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Accelerating CPU-based Distributed DNN Training on Modern HPC Clusters using BlueField-2 DPUs. HOTI (2021)
Aamir Shafi, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. D. K. Panda
Efficient MPI-based Communication for GPU-Accelerated Dask Applications. CCGRID (2021)
Arpan Jain, Tim Moon, Tom Benson, Hari Subramoni, Sam Adé Jacobs, Dhabaleswar K. Panda, Brian Van Essen
SUPER: SUb-Graph Parallelism for TransformERs. IPDPS (2021)
Mohammadreza Bayatpour, Nick Sarkauskas, Hari Subramoni, Jahanzeb Maqbool Hashmi, Dhabaleswar K. Panda
BluesMPI: Efficient MPI Non-blocking Alltoall Offloading Designs on Modern BlueField Smart NICs. ISC (2021)
Q. Zhou, C. Chu, N. S. Kumar, Pouya Kousha, Seyedeh Mahdieh Ghazimirsaeed, Hari Subramoni, Dhabaleswar K. Panda
. IPDPS (2021)
Pouya Kousha, Quentin Anthony, Hari Subramoni, Dhabaleswar K. Panda
Cross-layer Visualization and Profiling of Network and I/O Communication for HPC Clusters. CoRR (2021)
Bharath Ramesh, Jahanzeb Maqbool Hashmi, Shulei Xu, Aamir Shafi, Seyedeh Mahdieh Ghazimirsaeed, Mohammadreza Bayatpour, Hari Subramoni, Dhabaleswar K. Panda
Towards Architecture-aware Hierarchical Communication Trees on Modern HPC Systems. HiPC (2021)
Aamir Shafi, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. Panda
Efficient MPI-based Communication for GPU-Accelerated Dask Applications. CoRR (2021)
Quentin Anthony, Lang Xu, Hari Subramoni, Dhabaleswar K. D. K. Panda
Scaling Single-Image Super-Resolution Training on Modern HPC Clusters: Early Experiences. IPDPS Workshops (2021)
Nawras Alnaasan, Arpan Jain, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
OMB-Py: Python Micro-Benchmarks for Evaluating Performance of MPI Libraries on HPC Systems. CoRR (2021)
Kaushik Kandadi Suresh, Bharath Ramesh, Chen-Chun Chen, Seyedeh Mahdieh Ghazimirsaeed, Mohammadreza Bayatpour, Aamir Shafi, Hari Subramoni, Dhabaleswar K. Panda
Layout-aware Hardware-assisted Designs for Derived Data Types in MPI. HiPC (2021)
Kawthar Shafie Khorassani, Ching-Hsiang Chu, Quentin G. Anthony, Hari Subramoni, Dhabaleswar K. Panda
Adaptive and Hierarchical Large Message All-to-all Communication Algorithms for Large-scale Dense GPU Systems. CCGRID (2021)
Sourav Chakraborty, Ignacio Laguna, Murali Emani, Kathryn Mohror, Dhabaleswar K. Panda, Martin Schulz, Hari Subramoni
EReinit: Scalable and efficient fault-tolerance for bulk-synchronous MPI applications. Concurr. Comput. Pract. Exp. 32 (3) (2020)
Aamir Shafi, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. Panda
Blink: Towards Efficient RDMA-based Communication Coroutines for Parallel Python Applications. HiPC (2020)
Shulei Xu, Seyedeh Mahdieh Ghazimirsaeed, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. Panda
MPI Meets Cloud: Case Study with Amazon EC2 and Microsoft Azure. IPDRM@SC (2020)
Amit Ruhela, Shulei Xu, Karthik Vadambacheri Manian, Hari Subramoni, Dhabaleswar K. Panda
Analyzing and Understanding the Impact of Interconnect Performance on HPC, Big Data, and Deep Learning Applications: A Case Study with InfiniBand EDR and HDR. IPDPS Workshops (2020)
Jahanzeb Maqbool Hashmi, Ching-Hsiang Chu, Sourav Chakraborty, Mohammadreza Bayatpour, Hari Subramoni, Dhabaleswar K. Panda
FALCON-X: Zero-copy MPI derived datatype processing on modern CPU and GPU architectures. J. Parallel Distributed Comput. 144 (2020)
Bharath Ramesh, Kaushik Kandadi Suresh, Nick Sarkauskas, Mohammadreza Bayatpour, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. Panda
Scalable MPI Collectives using SHARP: Large Scale Performance Evaluation on the TACC Frontera System. ExaMPI@SC (2020)
Mohammadreza Bayatpour, Seyedeh Mahdieh Ghazimirsaeed, Shulei Xu, Hari Subramoni, Dhabaleswar K. Panda
Design and Characterization of InfiniBand Hardware Tag Matching in MPI. CCGRID (2020)
Jahanzeb Maqbool Hashmi, Shulei Xu, Bharath Ramesh, Mohammadreza Bayatpour, Hari Subramoni, Dhabaleswar K. D. K. Panda
Machine-agnostic and Communication-aware Designs for MPI on Emerging Architectures. IPDPS (2020)
Quentin Anthony, Ammar Ahmad Awan, Arpan Jain, Hari Subramoni, Dhabaleswar K. D. K. Panda
Efficient Training of Semantic Image Segmentation on Summit using Horovod and MVAPICH2-GDR. IPDPS Workshops (2020)
Kaushik Kandadi Suresh, Bharath Ramesh, Seyedeh Mahdieh Ghazimirsaeed, Mohammadreza Bayatpour, Jahanzeb Maqbool Hashmi, Hari Subramoni, Dhabaleswar K. D. K. Panda
Performance Characterization of Network Mechanisms for Non-Contiguous Data Transfers in MPI. IPDPS Workshops (2020)
Ching-Hsiang Chu, Pouya Kousha, Ammar Ahmad Awan, Kawthar Shafie Khorassani, Hari Subramoni, Dhabaleswar K. D. K. Panda
NV-group: link-efficient reduction for distributed deep learning on modern dense GPU systems. ICS (2020)
Ammar Ahmad Awan, Arpan Jain, Ching-Hsiang Chu, Hari Subramoni, Dhabaleswar K. Panda
Communication Profiling and Characterization of Deep-Learning Workloads on Clusters With High-Performance Interconnects. IEEE Micro 40 (1) (2020)
Pouya Kousha, Kamal Raj S. D., Hari Subramoni, Dhabaleswar K. Panda, Heechang Na, Trey Dockendorf, Karen Tomko
Accelerated Real-time Network Monitoring and Profiling at Scale using OSU INAM. PEARC (2020)
Ching-Hsiang Chu, Kawthar Shafie Khorassani, Qinghua Zhou, Hari Subramoni, Dhabaleswar K. Panda
Dynamic Kernel Fusion for Bulk Non-contiguous Data Transfer on GPU Clusters. CLUSTER (2020)
Seyedeh Mahdieh Ghazimirsaeed, Quentin Anthony, Aamir Shafi, Hari Subramoni, Dhabaleswar K. D. K. Panda
Accelerating GPU-based Machine Learning in Python using MPI Library: A Case Study with MVAPICH2-GDR. MLHPC/AI4S@SC (2020)
Ammar Ahmad Awan, Arpan Jain, Quentin Anthony, Hari Subramoni, Dhabaleswar K. Panda
HyPar-Flow: Exploiting MPI and Keras for Scalable Hybrid-Parallel DNN Training with TensorFlow. ISC (2020)
Mohammadreza Bayatpour, Jahanzeb Maqbool Hashmi, Sourav Chakraborty, Kaushik Kandadi Suresh, Seyedeh Mahdieh Ghazimirsaeed, Bharath Ramesh, Hari Subramoni, Dhabaleswar K. Panda
Communication-Aware Hardware-Assisted MPI Overlap Engine. ISC (2020)
Arpan Jain, Ammar Ahmad Awan, Asmaa M. Aljuhani, Jahanzeb Maqbool Hashmi, Quentin G. Anthony, Hari Subramoni, Dhabaleswar K. Panda, Raghu Machiraju, Anil Parwani
GEMS: GPU-enabled memory-aware model-parallelism system for distributed DNN training. SC (2020)
Karthik Vadambacheri Manian, Ching-Hsiang Chu, Ammar Ahmad Awan, Kawthar Shafie Khorassani, Hari Subramoni
OMB-UM: Design, Implementation, and Evaluation of CUDA Unified Memory Aware MPI Benchmarks. PMBS@SC (2019)
Ching-Hsiang Chu, Xiaoyi Lu, Ammar Ahmad Awan, Hari Subramoni, Bracy Elton, Dhabaleswar K. Panda
Exploiting Hardware Multicast and GPUDirect RDMA for Efficient Broadcast. IEEE Trans. Parallel Distributed Syst. 30 (3) (2019)
Pouya Kousha, Bharath Ramesh, Kaushik Kandadi Suresh, Ching-Hsiang Chu, Arpan Jain, Nick Sarkauskas, Hari Subramoni, Dhabaleswar K. Panda
Designing a Profiling and Visualization Tool for Scalable and In-depth Analysis of High-Performance GPU Clusters. HiPC (2019)
Ammar Ahmad Awan, Arpan Jain, Quentin Anthony, Hari Subramoni, Dhabaleswar K. Panda
HyPar-Flow: Exploiting MPI and Keras for Scalable Hybrid-Parallel DNN Training using TensorFlow. CoRR (2019)
Jahanzeb Maqbool Hashmi, Sourav Chakraborty, Mohammadreza Bayatpour, Hari Subramoni, Dhabaleswar K. Panda
FALCON: Efficient Designs for Zero-Copy MPI Datatype Processing on Emerging Architectures. IPDPS (2019)
Arpan Jain, Ammar Ahmad Awan, Hari Subramoni, Dhabaleswar K. Panda
Scaling TensorFlow, PyTorch, and MXNet using MVAPICH2 for High-Performance Deep Learning on Frontera. DLS@SC (2019)
Sourav Chakraborty, Shulei Xu, Hari Subramoni, Dhabaleswar K. Panda
Designing Scalable and High-Performance MPI Libraries on Amazon Elastic Fabric Adapter. Hot Interconnects (2019)
Dhabaleswar K. Panda, Ammar Ahmad Awan, Hari Subramoni
High performance distributed deep learning: a beginner's guide. PPoPP (2019)

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Hari Subramoni