Photon: A fast query engine for lakehouse systems

A Behm, S Palkar, U Agarwal, T Armstrong… - Proceedings of the …, 2022 - dl.acm.org
Many organizations are shifting to a data management paradigm called the" Lakehouse,"
which implements the functionality of structured data warehouses on top of unstructured …

Query processing on tensor computation runtimes

D He, S Nakandala, D Banda, R Sen, K Saur… - arXiv preprint arXiv …, 2022 - arxiv.org
The huge demand for computation in artificial intelligence (AI) is driving unparalleled
investments in hardware and software systems for AI. This leads to an explosion in the …

[PDF][PDF] Incremental Fusion: Unifying Compiled and Vectorized Query Execution

B Wagner, A Kohn, P Boncz, V Leis - 2024 - cs.cit.tum.de
Modern high-performance analytical query engines follow one of two execution paradigms.
Vectorized engines implement an interpreter for relational algebra operators that operates …

NULLS!: Revisiting Null Representation in Modern Columnar Formats

X Zeng, R Meng, A Pavlo, W McKinney… - Proceedings of the 20th …, 2024 - dl.acm.org
Nulls are common in real-world data sets, yet recent research on columnar formats and
encodings rarely address Null representations. Popular file formats like Parquet and ORC …

Data Systems for Explainable AI and Incorporating AI Infrastructure into Data Systems

D He - 2024 - search.proquest.com
Artificial Intelligence (AI) has become a cornerstone of modern computing, powering a wide
range of applications in fields from face recognition and machine translation to medical …

[PDF][PDF] Photon: A Fast Query Engine for Lakehouse Systems

TB Samwel, H van Hovell, M Xue, R Xin, M Zaharia - 2022 - 15721.courses.cs.cmu.edu
Many organizations are shifting to a data management paradigm called the “Lakehouse,”
which implements the functionality of structured data warehouses on top of unstructured …

[PDF][PDF] Self-Driving Database Systems

L Ma - eecs.umich.edu
I spent the majority of my PhD time on developing a self-driving DBMS [11], called
NoisePage [2]. My design of NoisePage's architecture takes inspiration from self-driving …