48 citations · 60 across the 6 of their papers we have counts for
7 papers
High-Performance Tensor Formulation of the Viterbi Algorithm for Hidden Semi-Markov Models
Lorenzo Piarulli, Elia Belli, Daniele De Sensi
Hidden Semi-Markov Models (HSMMs) are fundamental probabilistic models widely adopted across diverse domains, from computational biology to finance and signal processing. The Viter…
Characterizing the Scalability and Performance of Large-Scale AI Training Under Multi-Tenancy
Jacopo Raffi, Thomas Pasquali, Lorenzo Piarulli +6
Characterising AI workload performance on modern HPC systems requires understanding both their scalability in isolation and their behaviour under concurrent execution. However, the…
Noise in the Clouds: Influence of Network Performance Variability on Application Scalability
Daniele De Sensi, Tiziano De Matteis, Konstantin Taranov +3
Cloud computing represents an appealing opportunity for cost-effective deployment of HPC workloads on the best-fitting hardware. However, although cloud and on-premise HPC systems…
HammingMesh: A Network Topology for Large-Scale Deep Learning
Torsten Hoefler, Tommaso Bonato, Daniele De Sensi +7
Numerous microarchitectural optimizations unlocked tremendous processing power for deep neural networks that in turn fueled the AI revolution. With the exhaustion of such optimizat…
Building Blocks for Network-Accelerated Distributed File Systems
Salvatore Di Girolamo, Daniele De Sensi, Konstantin Taranov +5
High-performance clusters and datacenters pose increasingly demanding requirements on storage systems. If these systems do not operate at scale, applications are doomed to become I…
Flare: Flexible In-Network Allreduce
Daniele De Sensi, Salvatore Di Girolamo, Saleh Ashkboos +2
The allreduce operation is one of the most commonly used communication routines in distributed applications. To improve its bandwidth and to reduce network traffic, this operation…
An In-Depth Analysis of the Slingshot Interconnect
Daniele De Sensi, Salvatore Di Girolamo, Kim H. McMahon +2
The interconnect is one of the most critical components in large scale computing systems, and its impact on the performance of applications is going to increase with the system siz…