6 citations · 14 across the 7 of their papers we have counts for
7 papers
A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach
Christian Pilato, Subhadeep Banik, Jakub Beranek +28
Modern big data workflows are characterized by computationally intensive kernels. The simulated results are often combined with knowledge extracted from AI models to ultimately sup…
Platform-Aware FPGA System Architecture Generation based on MLIR
Stephanie Soldavini, Christian Pilato
FPGA acceleration is becoming increasingly important to meet the performance demands of modern computing, particularly in big data or machine learning applications. As such, signif…
Iris: Automatic Generation of Efficient Data Layouts for High Bandwidth Utilization
Stephanie Soldavini, Donatella Sciuto, Christian Pilato
Optimizing data movements is becoming one of the biggest challenges in heterogeneous computing to cope with data deluge and, consequently, big data applications. When creating spec…
Automatic Creation of High-Bandwidth Memory Architectures from Domain-Specific Languages: The Case of Computational Fluid Dynamics
Stephanie Soldavini, Karl F. A. Friebel, Mattia Tibaldi +3
Numerical simulations can help solve complex problems. Most of these algorithms are massively parallel and thus good candidates for FPGA acceleration thanks to spatial parallelism.…
A Survey on Domain-Specific Memory Architectures
Stephanie Soldavini, Christian Pilato
The never-ending demand for high performance and energy efficiency is pushing designers towards an increasing level of heterogeneity and specialization in modern computing systems.…
From Domain-Specific Languages to Memory-Optimized Accelerators for Fluid Dynamics
Karl F. A. Friebel, Stephanie Soldavini, Gerald Hempel +2
Many applications are increasingly requiring numerical simulations for solving complex problems. Most of these numerical algorithms are massively parallel and often implemented on…
Compiler Infrastructure for Specializing Domain-Specific Memory Templates
Stephanie Soldavini, Christian Pilato
Specialized hardware accelerators are becoming important for more and more applications. Thanks to specialization, they can achieve high performance and energy efficiency but their…