Pipelined data-parallel CPU/GPU scheduling for multi-DNN real-time inference

Y **ang, H Kim - 2019 IEEE Real-Time Systems Symposium …, 2019 - ieeexplore.ieee.org
Deep neural networks (DNNs) have been showing significant success in various
applications, such as autonomous driving, mobile devices, and Internet of Things. Although …

Concordia: Teaching the 5G vRAN to share compute

X Foukas, B Radunovic - Proceedings of the 2021 ACM SIGCOMM 2021 …, 2021 - dl.acm.org
Virtualized Radio Access Network (vRAN) offers a cost-efficient solution for running the 5G
RAN as a virtualized network function (VNF) on commodity hardware. The vRAN is more …

Response-time analysis of conditional DAG tasks in multiprocessor systems

A Melani, M Bertogna, V Bonifaci… - 2015 27th Euromicro …, 2015 - ieeexplore.ieee.org
Different task models have been proposed to represent the parallel structure of real-time
tasks executing on manycore platforms: fork/join, synchronous parallel, DAG-based, etc …

Intra-task priority assignment in real-time scheduling of DAG tasks on multi-cores

Q He, N Guan, Z Guo - IEEE Transactions on Parallel and …, 2019 - ieeexplore.ieee.org
Real-time scheduling and analysis of parallel tasks modeled as directed acyclic graphs
(DAG) have been intensively studied in recent years. However, no existing work has …

Response time bounds for DAG tasks with arbitrary intra-task priority assignment

Q He, M Lv, N Guan - 33rd Euromicro Conference on Real-Time …, 2021 - drops.dagstuhl.de
Most parallel real-time applications can be modeled as directed acyclic graph (DAG) tasks.
Intra-task priority assignment can reduce the nondeterminism of runtime behavior of DAG …

Semi-federated scheduling of parallel real-time tasks on multiprocessors

X Jiang, N Guan, X Long, W Yi - 2017 IEEE Real-Time Systems …, 2017 - ieeexplore.ieee.org
Federated scheduling is a promising approach to schedule parallel real-time tasks on multi-
cores, where each heavy task exclusively executes on a number of dedicated processors …

The global EDF scheduling of systems of conditional sporadic DAG tasks

S Baruah, V Bonifaci… - 2015 27th Euromicro …, 2015 - ieeexplore.ieee.org
The sporadic DAG task model exposes parallelism that may exist within individual tasks to
the run-time scheduling mechanism, and is therefore considered a particularly suitable …

Energy-efficient real-time scheduling of DAG tasks

A Bhuiyan, Z Guo, A Saifullah, N Guan… - ACM Transactions on …, 2018 - dl.acm.org
This work studies energy-aware real-time scheduling of a set of sporadic Directed Acyclic
Graph (DAG) tasks with implicit deadlines. While meeting all real-time constraints, we try to …

Federated scheduling of sporadic DAG task systems

S Baruah - 2015 IEEE International Parallel and Distributed …, 2015 - ieeexplore.ieee.org
Recurrent (periodic and sporadic) task systems have traditionally been scheduled upon
multiprocessor platforms using either the partitioned or the global approach. Under the …

The federated scheduling of systems of conditional sporadic DAG tasks

S Baruah - 2015 International Conference on Embedded …, 2015 - ieeexplore.ieee.org
A federated approach to the multiprocessor scheduling of systems of independent recurrent
tasks is considered, in which each task is either restricted to execute preemptively upon a …