231 citations · 682 across the 10 of their papers we have counts for
10 papers
A Berkeley View of Systems Challenges for AI
Ion Stoica, Dawn Song, Raluca Ada Popa +11
With the increasing commoditization of computer vision, speech recognition and machine translation systems and the widespread deployment of learning-based back-end technologies suc…
Distributed-Memory Breadth-First Search on Massive Graphs
Aydin Buluc, Scott Beamer, Kamesh Madduri +2
This chapter studies the problem of traversing large graphs using the breadth-first search order on distributed-memory supercomputers. We consider both the traditional level-synchr…
The Renewed Case for the Reduced Instruction Set Computer: Avoiding ISA Bloat with Macro-Op Fusion for RISC-V
Christopher Celio, Palmer Dabbelt, David A. Patterson +1
This report makes the case that a well-designed Reduced Instruction Set Computer (RISC) can match, and even exceed, the performance and code density of existing commercial Complex…
The GAP Benchmark Suite
Scott Beamer, Krste Asanović, David Patterson
We present a graph processing benchmark suite with the goal of helping to standardize graph processing evaluations. Fewer differences between graph processing evaluations will make…
Scientific Computing Meets Big Data Technology: An Astronomy Use Case
Zhao Zhang, Kyle Barbary, Frank Austin Nothaft +5
Scientific analyses commonly compose multiple single-process programs into a dataflow. An end-to-end dataflow of single-process programs is known as a many-task application. Typica…
SMaSH: A Benchmarking Toolkit for Human Genome Variant Calling
Ameet Talwalkar, Jesse Liptrap, Julie Newcomb +7
Motivation: Computational methods are essential to extract actionable information from raw sequencing data, and to thus fulfill the promise of next-generation sequencing technology…