output
20162022
most citedCharacterizing Deep-Learning I/O Workloads in TensorFlow

61 citations

10 papers

cond-mat.mes-hall2022★ 5 cited

Self-Consistent Computation of Spin Torques and Magneto-Resistance in Tunnel Junctions and Magnetic Read-Heads with Metallic Pinhole Defects

Serban Lepadatu, Alexey Dobrynin

A three-dimensional self-consistent spin transport model is developed, which includes both tunnelling transport, as well as metallic transport. Using the spin accumulation computed…

cond-mat.mtrl-sci2019★ 12 cited

Enhanced Gilbert Damping in Re doped FeCo Films: A Combined Experimental and Theoretical Study

Serkan Akansel, Ankit Kumar, Vijayahahan A. Venugopal +10

The effects of rhenium doping in the range 0 to 10 atomic percent on the static and dynamic magnetic properties of Fe65Co35 thin films have been studied experimentally as well as w…

cs.DC2018

Decoupled Strategy for Imbalanced Workloads in MapReduce Frameworks

Sergio Rivas-Gomez, Sai Narasimhamurthy, Keeran Brabazon +3

In this work, we consider the integration of MPI one-sided communication and non-blocking I/O in HPC-centric MapReduce frameworks. Using a decoupled strategy, we aim to overlap the…

cs.DC2018

MPI Windows on Storage for HPC Applications

Sergio Rivas-Gomez, Roberto Gioiosa, Ivy Bo Peng +4

Upcoming HPC clusters will feature hybrid memories and storage devices per compute node. In this work, we propose to use the MPI one-sided communication model and MPI windows as un…

cs.DC2018★ 61 cited

Characterizing Deep-Learning I/O Workloads in TensorFlow

Steven W. D. Chien, Stefano Markidis, Chaitanya Prasad Sishtla +4

The performance of Deep-Learning (DL) computing frameworks rely on the performance of data ingestion and checkpointing. In fact, during the training, a considerable high number of…

cs.DC2018★ 11 cited

The SAGE Project: a Storage Centric Approach for Exascale Computing

Sai Narasimhamurthy, Nikita Danilov, Sining Wu +8

SAGE (Percipient StorAGe for Exascale Data Centric Computing) is a European Commission funded project towards the era of Exascale computing. Its goal is to design and implement a B…