OpenMP device offloading to FPGA accelerators L Sommer, J Korinth, A Koch 2017 IEEE 28th International Conference on Application-specific Systems …, 2017 | 70 | 2017 |
Automatic mapping of the sum-product network inference problem to fpga-based accelerators L Sommer, J Oppermann, A Molina, C Binnig, K Kersting, A Koch 2018 IEEE 36th International Conference on Computer Design (ICCD), 350-357, 2018 | 31 | 2018 |
Comparison of Arithmetic Number Formats for Inference in Sum-Product Networks on FPGAs L Sommer, L Weber, M Kumm, A Koch 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom …, 2020 | 29 | 2020 |
The TaPaSCo Open-Source Toolflow C Heinz, J Hofmann, J Korinth, L Sommer, L Weber, A Koch Journal of Signal Processing Systems, 1-19, 2021 | 27 | 2021 |
Resource-Efficient Logarithmic Number Scale Arithmetic for SPN Inference on FPGAs L Weber, L Sommer, J Oppermann, A Molina, K Kersting, A Koch 2019 International Conference on Field-Programmable Technology (ICFPT), 251-254, 2019 | 13 | 2019 |
DAPHNE-An automotive benchmark suite for parallel programming models on embedded heterogeneous platforms: work-in-progress L Sommer, F Stock, L Solis-Vasquez, A Koch Proceedings of the International Conference on Embedded Software Companion, 1-2, 2019 | 10 | 2019 |
Exact and practical modulo scheduling for high-level synthesis J Oppermann, M Reuter-Oppermann, L Sommer, A Koch, O Sinnen ACM Transactions on Reconfigurable Technology and Systems (TRETS) 12 (2), 1-26, 2019 | 10 | 2019 |
OpenMP device offloading to FPGAs using the Nymble infrastructure J Huthmann, L Sommer, A Podobas, A Koch, K Sano OpenMP: Portable Multi-Level Parallelism on Modern Systems: 16th …, 2020 | 9 | 2020 |
High-Throughput Multi-Threaded Sum-Product Network Inference in the Reconfigurable Cloud M Ober, J Hofmann, L Sommer, L Weber, A Koch 2019 IEEE/ACM International Workshop on Heterogeneous High-performance …, 2019 | 9 | 2019 |
Improving Job Launch Rates in the TaPaSCo FPGA Middleware by Hardware/Software-Co-Design C Heinz, JA Hofmann, L Sommer, A Koch 2020 IEEE/ACM International Workshop on Runtime and Operating Systems for …, 2020 | 7 | 2020 |
Synthesis of interleaved multithreaded accelerators from OpenMP loops L Sommer, J Oppermann, J Hofmann, A Koch 2017 International Conference on ReConFigurable Computing and FPGAs …, 2017 | 7 | 2017 |
Optimizing a Hardware Network Stack to Realize an In-Network ML Inference Application M Hartmann, L Weber, J Wirth, L Sommer, A Koch 2021 IEEE/ACM International Workshop on Heterogeneous High-performance …, 2021 | 6 | 2021 |
OpenMP Device Offloading for Embedded Heterogeneous Platforms-Work-in-Progress L Sommer, A Koch 2020 International Conference on Embedded Software (EMSOFT), 4-6, 2020 | 6 | 2020 |
SPNC: An Open-Source MLIR-Based Compiler for Fast Sum-Product Network Inference on CPUs and GPUs L Sommer, C Axenie, A Koch 2022 IEEE/ACM International Symposium on Code Generation and Optimization …, 2022 | 5 | 2022 |
SkyCastle: A Resource-Aware Multi-Loop Scheduler for High-Level Synthesis J Oppermann, L Sommer, L Weber, M Reuter-Oppermann, A Koch, ... 2019 International Conference on Field-Programmable Technology (ICFPT), 36-44, 2019 | 5 | 2019 |
Using Parallel Programming Models for Automotive Workloads on Heterogeneous Systems-a Case Study L Sommer, F Stock, L Solis-Vasquez, A Koch 2020 28th Euromicro International Conference on Parallel, Distributed and …, 2020 | 4 | 2020 |
Dependence graph preprocessing for faster exact modulo scheduling in high-level synthesis J Oppermann, M Reuter-Oppermann, L Sommer, O Sinnen, A Koch 2018 28th International Conference on Field Programmable Logic and …, 2018 | 4 | 2018 |
Automatic synthesis of fpga-based accelerators for the sum-product network inference problem L Sommer, J Oppermann, A Molina, C Binnig, K Kersting, A Koch ICML 2018 Workshop on Tractable Probabilistic Models (TPM), 2018 | 4 | 2018 |
Efficient Operator Sharing Modulo Scheduling for Sum-Product Network Inference on FPGAs H Kruppe, L Sommer, L Weber, J Oppermann, C Axenie, A Koch International Conference on Embedded Computer Systems, 242-258, 2021 | 3 | 2021 |
A Framework for the Automatic Generation of FPGA-based Near-Data Processing Accelerators in Smart Storage Systems L Weber, L Sommer, L Solis-Vasquez, T Vinçon, C Knödler, A Bernhardt, ... 2021 IEEE International Parallel and Distributed Processing Symposium …, 2021 | 3 | 2021 |