Lukas Sommer

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 31

Top Topics

Belief Propagation

Benchmark Suite

Top Venues

IPDPS Workshops

Publications

Ettore Tiotto, Victor Perez, Whitney Tsang, Lukas Sommer, Julian Oppermann, Victor Lomüller, Mehdi Goli, James Brodman
Experiences Building an MLIR-Based SYCL Compiler. CGO (2024)
Victor Perez, Victor Lomüller, Lukas Sommer, Julian Oppermann, Romain Biessy, Tadej Ciglaric, Mehdi Goli
On Demand Specialization of SYCL Kernels with Specialization Constant Length Allocations (SCLA). IWOCL (2024)
Victor Perez, Lukas Sommer, Victor Lomüller, Kumudha Narasimhan, Mehdi Goli
User-driven Online Kernel Fusion for SYCL. ACM Trans. Archit. Code Optim. 20 (2) (2023)
Victor Perez, Lukas Sommer, Victor Lomüler, Kumudha Narasimhan, Mehdi Goli
Technical Talk: A SYCL Extension for User-Driven Online Kernel Fusion. IWOCL (2023)
Ettore Tiotto, Victor Perez, Whitney Tsang, Lukas Sommer, Julian Oppermann, Victor Lomüller, Mehdi Goli, James Brodman
Experiences Building an MLIR-based SYCL Compiler. CoRR (2023)
Victor Perez, Ettore Tiotto, Whitney Tsang, Arnamoy Bhattacharyya, Lukas Sommer, Victor Lomüller, Jefferson Le Quellec, James Brodman
Leveraging MLIR for Better SYCL Compilation (Poster). IWOCL (2023)
Lukas Sommer, Cristian Axenie, Andreas Koch
SPNC: An Open-Source MLIR-Based Compiler for Fast Sum-Product Network Inference on CPUs and GPUs. CGO (2022)
Lukas Weber, Johannes Wirth, Lukas Sommer, Andreas Koch
Exploiting High-Bandwidth Memory for FPGA-Acceleration of Inference on Sum-Product Networks. IPDPS Workshops (2022)
Lukas Sommer, Cristian Axenie, Andreas Koch
SPNC: Fast Sum-Product Network Inference. PKDD/ECML Workshops (1) (2021)
Hanna Kruppe, Lukas Sommer, Lukas Weber, Julian Oppermann, Cristian Axenie, Andreas Koch
Efficient Operator Sharing Modulo Scheduling for Sum-Product Network Inference on FPGAs. SAMOS (2021)
Lukas Weber, Lukas Sommer, Leonardo Solis-Vasquez, Tobias Vinçon, Christian Knödler, Arthur Bernhardt, Ilia Petrov, Andreas Koch
A Framework for the Automatic Generation of FPGA-based Near-Data Processing Accelerators in Smart Storage Systems. IPDPS Workshops (2021)
Marco Hartmann, Lukas Weber, Johannes Wirth, Lukas Sommer, Andreas Koch
Optimizing a Hardware Network Stack to Realize an In-Network ML Inference Application. H2RC@SC (2021)
Lukas Sommer, Michael Halkenhäuser, Cristian Axenie, Andreas Koch
SPNC: Accelerating Sum-Product Network Inference on CPUs and GPUs. ASAP (2021)
Carsten Heinz, Jaco A. Hofmann, Jens Korinth, Lukas Sommer, Lukas Weber, Andreas Koch
The TaPaSCo Open-Source Toolflow. J. Signal Process. Syst. 93 (5) (2021)
Jens Huthmann, Artur Podobas, Lukas Sommer, Andreas Koch, Kentaro Sano
Extending High-Level Synthesis with High-Performance Computing Performance Visualization. CLUSTER (2020)
Carsten Heinz, Jaco A. Hofmann, Lukas Sommer, Andreas Koch
Improving Job Launch Rates in the TaPaSCo FPGA Middleware by Hardware/Software-Co-Design. ROSS@SC (2020)
Lukas Sommer, Florian Stock, Leonardo Solis-Vasquez, Andreas Koch
Using Parallel Programming Models for Automotive Workloads on Heterogeneous Systems - a Case Study. PDP (2020)
Lukas Sommer, Andreas Koch
OpenMP Device Offloading for Embedded Heterogeneous Platforms - Work-in-Progress. EMSOFT (2020)
Lukas Sommer, Lukas Weber, Martin Kumm, Andreas Koch
Comparison of Arithmetic Number Formats for Inference in Sum-Product Networks on FPGAs. FCCM (2020)
Jens Huthmann, Lukas Sommer, Artur Podobas, Andreas Koch, Kentaro Sano
OpenMP Device Offloading to FPGAs Using the Nymble Infrastructure. IWOMP (2020)
Lukas Weber, Lukas Sommer, Julian Oppermann, Alejandro Molina, Kristian Kersting, Andreas Koch
Resource-Efficient Logarithmic Number Scale Arithmetic for SPN Inference on FPGAs. FPT (2019)
Julian Oppermann, Lukas Sommer, Lukas Weber, Melanie Reuter-Oppermann, Andreas Koch, Oliver Sinnen
SkyCastle: A Resource-Aware Multi-Loop Scheduler for High-Level Synthesis. FPT (2019)
Micha Ober, Jaco A. Hofmann, Lukas Sommer, Lukas Weber, Andreas Koch
High-Throughput Multi-Threaded Sum-Product Network Inference in the Reconfigurable Cloud. H2RC@SC (2019)
Julian Oppermann, Melanie Reuter-Oppermann, Lukas Sommer, Andreas Koch, Oliver Sinnen
Exact and Practical Modulo Scheduling for High-Level Synthesis. ACM Trans. Reconfigurable Technol. Syst. 12 (2) (2019)
Lukas Sommer, Florian Stock, Leonardo Solis-Vasquez, Andreas Koch
DAPHNE - An automotive benchmark suite for parallel programming models on embedded heterogeneous platforms: work-in-progress. EMSOFT Companion (2019)
Robin Kruppe, Julian Oppermann, Lukas Sommer, Andreas Koch
Extending LLVM for Lightweight SPMD Vectorization: Using SIMD and Vector Instructions Easily from Any Language. CGO (2019)
Julian Oppermann, Lukas Sommer, Andreas Koch
SpExSim: assessing kernel suitability for C-based high-level hardware synthesis. J. Supercomput. 75 (8) (2019)
Julian Oppermann, Melanie Reuter-Oppermann, Lukas Sommer, Oliver Sinnen, Andreas Koch
Dependence Graph Preprocessing for Faster Exact Modulo Scheduling in High-Level Synthesis. FPL (2018)
Lukas Sommer, Julian Oppermann, Alejandro Molina, Carsten Binnig, Kristian Kersting, Andreas Koch
Automatic Mapping of the Sum-Product Network Inference Problem to FPGA-Based Accelerators. ICCD (2018)
Lukas Sommer, Jens Korinth, Andreas Koch
OpenMP device offloading to FPGA accelerators. ASAP (2017)
Lukas Sommer, Julian Oppermann, Jaco A. Hofmann, Andreas Koch
Synthesis of interleaved multithreaded accelerators from OpenMP loops. ReConFig (2017)