134 citations · 388 across the 24 of their papers we have counts for
7 papers · 1 filter
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
Wenqi Jiang, Zhenhao He, Shuai Zhang +9
Deep neural networks are widely used in personalized recommendation systems. Unlike regular DNN inference workloads, recommendation inference is memory-bound due to the many random…
Benchmarking High Bandwidth Memory on FPGAs
Zeke Wang, Hongjing Huang, Jie Zhang +1
FPGAs are starting to be enhanced with High Bandwidth Memory (HBM) as a way to reduce the memory bandwidth bottleneck encountered in some applications and to give the FPGA more cap…
HyperLogLog Sketch Acceleration on FPGA
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer +3
Data sketches are a set of widely used approximated data summarizing techniques. Their fundamental property is sub-linear memory complexity on the input cardinality, an important a…
Using DSP Slices as Content-Addressable Update Queues
Thomas B. Preußer, Monica Chiosa, Alexander Weiss +1
Content-Addressable Memory (CAM) is a powerful abstraction for building memory caches, routing tables and hazard detection logic. Without a native CAM structure available on FPGA d…
The Collection Virtual Machine: An Abstraction for Multi-Frontend Multi-Backend Data Analysis
Ingo Müller, Renato Marroquín, Dimitrios Koutsoukos +3
Getting the best performance from the ever-increasing number of hardware platforms has been a recurring challenge for data processing systems. In recent years, the advent of data s…
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos +2
FPGA-based data processing in datacenters is increasing in popularity due to the demands of modern workloads and the ensuing necessity for specialization in hardware. Driven by thi…
Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms
Dimitrios Koutsoukos, Ingo Müller, Renato Marroquín +2
The enormous quantity of data produced every day together with advances in data analytics has led to a proliferation of data management and analysis systems. Typically, these syste…