Interactive supercomputing on 40,000 cores for machine learning and data analysis

A Reuther, J Kepner, C Byun, S Samsi… - 2018 IEEE High …, 2018 - ieeexplore.ieee.org
Interactive massively parallel computations are critical for machine learning and data
analysis. These computations are a staple of the MIT Lincoln Laboratory Supercomputing …

Sok: Cryptographically protected database search

B Fuller, M Varia, A Yerukhimovich… - … IEEE Symposium on …, 2017 - ieeexplore.ieee.org
Protected database search systems cryptographically isolate the roles of reading from,
writing to, and administering the database. This separation limits unnecessary administrator …

Associative array model of SQL, NoSQL, and NewSQL Databases

J Kepner, V Gadepally, D Hutchison… - 2016 IEEE High …, 2016 - ieeexplore.ieee.org
The success of SQL, NoSQL, and NewSQL databases is a reflection of their ability to provide
significant functionality and performance benefits for specific domains, such as financial …

Measuring the impact of spectre and meltdown

A Prout, W Arcand, D Bestor, B Bergeron… - 2018 IEEE High …, 2018 - ieeexplore.ieee.org
The Spectre and Meltdown flaws in modern microprocessors represent a new class of
attacks that have been difficult to mitigate. The mitigations that have been proposed have …

Graphulo: Linear algebra graph kernels for nosql databases

V Gadepally, J Bolewski, D Hook… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
Big data and the Internet of Things era continue to challenge computational systems.
Several technology solutions such as NoSQL databases have been developed to deal with …

Ai enabling technologies: A survey

V Gadepally, J Goodwin, J Kepner, A Reuther… - arXiv preprint arXiv …, 2019 - arxiv.org
Artificial Intelligence (AI) has the opportunity to revolutionize the way the United States
Department of Defense (DoD) and Intelligence Community (IC) address the challenges of …

Graphulo implementation of server-side sparse matrix multiply in the Accumulo database

D Hutchison, J Kepner, V Gadepally… - 2015 IEEE High …, 2015 - ieeexplore.ieee.org
The Apache Accumulo database excels at distributed storage and indexing and is ideally
suited for storing graph data. Many big data analytics compute on graph data and persist …

Cross-engine query execution in federated database systems

AM Gupta, V Gadepally… - 2016 IEEE High …, 2016 - ieeexplore.ieee.org
We have developed a reference implementation of the BigDAWG system: a new architecture
for future Big Data applications, guided by the philosophy that “one size does not fit all” …

75,000,000,000 streaming inserts/second using hierarchical hypersparse graphblas matrices

J Kepner, T Davis, C Byun, W Arcand… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
The SuiteSparse GraphBLAS C-library implements high performance hypersparse matrices
with bindings to a variety of languages (Python, Julia, and Matlab/Octave). GraphBLAS …

Comparison and evaluation of state-of-the-art LSM merge policies

Q Mao, S Jacobs, W Amjad, V Hristidis, VJ Tsotras… - The VLDB Journal, 2021 - Springer
Modern NoSQL database systems use log-structured merge (LSM) storage architectures to
support high write throughput. LSM architectures aggregate writes in a mutable MemTable …