Deliverables Documents, reports (9) DSL runtime design Report on the initial design of distribution primitives and existing framework integration Initial System Architecture Report on requirements of endtoend data analysis pipelines and design of the initial system architecture Scheduler design for pipelines and tasks Report on the initial overall design of the scheduling components scheduling of pipelines and workflows as well as task and data placement SotA survey of benchmarks from DM, HPC, and ML Sys Report on the stateoftheart of benchmarks for database systems data management highperformance computing and ML systems Initial pipeline definition all use cases Report on use case studies with technical details and the definition of initial pipelines that can be used for testing Language Design Specification Report on the language abstractions APIs and DSL as well as the central internal representation Design of integration HW accelerators Report on the planned overall design of integration HW accelerators as well as details on accelerated operations and primitives as well as its compiler and runtime support Report on search space analysis, automatic capability configuration Report on stateoftheart techniques for computational storage neardata processing and potential side effects as well as an overview of automatically determining the capabilities of a storage configuration 1st Annual Project Report Public report describing the project progress until M12 achievements and impact as well as a calculation of efforts and costs Demonstrators, pilots, prototypes (1) Compiler Prototype Software artifact of the initial compiler prototype Publications Conference proceedings (28) I/O Interface Independence with xNVMe Author(s): Simon Lund, Philippe Bonnet, Klaus Jensen, Javier Gonzalez Published in: Proceedings of the 15th ACM International Systems and Storage Conference, Issue annually, 2022 Publisher: ACM - Association for Computing Machinery DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines Author(s): Patrick Damme, Marius Birkenbach, Constantinos Bitsakos, Matthias Boehm, Philippe Bonnet, Florina Ciorba, Mark Dokter, Pawel Dowgiallo, Ahmed Eleliemy, Christian Faerber, Georgios Goumas, Dirk Habich, Niclas Hedam, Marlies Hofer, Wenjun Huang, Kevin Innerebner, Vasileios Karakostas, Roman Kern, Tomaž Kosar, Daniel Krems, Andreas Laber, Wolfgang Lehner, Eric Mier, Marcus Paradies, Bernhard Peischl Published in: Conference on Innovative Data Systems Research, CIDR, Issue 9.1.2022-12.1.2022, 2022 Publisher: Conference on Innovative Data Systems Research, CIDR Micro-architectural Analysis of a Learned Index Author(s): Mikkel Møller Andersen, Pınar Tözün Published in: Proceedings of the International Workshop on Exploiting Artificial Intelligence Techniques for Data Management, Issue annually, 2022 Publisher: ACM - Association for Computing Machinery DOI: 10.1145/3533702.3534917 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices Author(s): Alberto Lerner, Philippe Bonnet Published in: Proceedings of the 2021 International Conference on Management of Data, 2021 Publisher: ACM Evaluating Multi-GPU Sorting with Modern Interconnects Author(s): Tobias Maltenberger, Ivan Ilic, Ilin Tolovski, Tilmann Rabl Published in: Proceedings of the 2022 International Conference on Management of Data (SIGMOD ’22), Issue annually, 2022 Publisher: ACM - Association for Computing Machinery Efficient Multi-Model Management Author(s): Nils Strassenburg, Dominic Kupfer, Julia Kowal, Tilmann Rabl Published in: 26th International Conference on Extending Database Technology (EDBT), Issue annually, 2023 Publisher: OpenProceedings.org Enabling Integrated Data Analysis Pipelines on Heterogeneous Hardware through Holistic Extensibility Author(s): Patrick Damme, Matthias Boehm Published in: 2nd Workshop on Novel Data Management Ideas on Heterogeneous Hardware Architectures (NoDMC), 2023 Publisher: Gesellschaft für Informatik A Survey of Big Data, High Performance Computing, and Machine Learning Benchmarks Author(s): Nina Ihde, Paula Marten, Ahmed Eleliemy, Gabrielle Poerwawinata, Pedro Silva, Ilin Tolovski, Florina M. Ciorba, Tilmann Rabl Published in: Proceedings of the Thirteenth TPC Technology Conference on Performance Evaluation & Benchmarking, 2021 Publisher: Springer Delilah: eBPF-offload on computational storage Author(s): Niclas Hedam, Morten Tychsen Clausen, Philippe Bonnet, Sangjin Lee, Ken Friis Larsen Published in: 19th International Workshop on Data Management on New Hardware (DaMoN), Issue annually, 2023 Publisher: ACM Parallelization of benchmarking using HPC: text summarization in natural language processing (NLP), glider piloting in deep-sea missions, and search algorithms in computational intelligence (CI) Author(s): Aleš Zamuda Published in: Proceedings of the Austrian-Slovenian HPC Meeting 2021 - ASHPC21, 2021, ISBN 978-961-6980-77-7 Publisher: University of Ljubljana DeGNN: Improving Graph Neural Networks with Graph Decomposition Author(s): Miao, Xupeng; Gürel, Nezihe Merve; id_orcid0000-0002-4747-2406; Zhang, Wentao; Han, Zhichao; Li, Bo; Min, Wei; Rao, Susie; id_orcid0000-0003-2379-1506; Ren, Hansheng; Shan, Yinan; Shao, Yingxia; Wang, Yujie; Wu, Fan; Xue, Hui; Yang, Yaming; Zhang, Zitao; Zhao, Yang; Zhang, Shuai; id_orcid0000-0002-7866-4611; Wang, Yujing; Cui, Bin; Zhang, Ce Published in: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD '21), Issue annually, 2021 Publisher: ACM Evaluating In-Memory Hash Joins on Persistent Memory Author(s): Tobias Maltenberger, Till Lehmann, Lawrence Benson, Tilmann Rabl Published in: 25th International Conference on Extending Database Technology (EDBT), Issue annually, 2022 Publisher: OpenProceedings.org DOI: 10.48786/edbt.2022.23 Desis: Efficient Window Aggregation in Decentralized Networks Author(s): Wang Yue, Lawrence Benson, Tilmann Rabl Published in: 26th International Conference on Extending Database Technology (EDBT), Issue annually, 2023 Publisher: OpenProceedings.org Darwin: Scale-In Stream Processing Author(s): Lawrence Benson, Tilmann Rabl Published in: Conference on Innovative Data Systems Research, CIDR 22, Issue annually, 2022 Publisher: Conference on Innovative Data Systems Research, CIDR 22 Considering a Fear and Greed Index in Bitcoin Price Prediction Through Long Short-Term Memory Author(s): Nataša Ošep Ferš, Aleš Zamuda Published in: IEEE Slovenia Section, Issue annually, 2021 Publisher: IEEE Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads Author(s): Björn Daase, Lars Jonas Bollmeier, Lawrence Benson, Tilmann Rabl Published in: Proceedings of the 2021 International Conference on Management of Data (SIGMOD 2021), 2021 Publisher: ACM PerMA-Bench: Benchmarking Persistent Memory Access Author(s): Benson, Lawrence and Papke, Leon and Rabl, Tilmann Published in: Proceedings of the Very Large Data Base Endowment (VLDB) Endowment, Issue annually, 2022 Publisher: ACM - Association for Computing Machinery DOI: 10.14778/3551793.3551807 Predicting Ion Beam Tuning in Semiconductor Manufacturing Author(s): Andreas Laber, Martin Gebser, Konstantin Schekotihin, Yao Yang Published in: IEEE Electron Devices Society, Issue bi-annually, 2022 Publisher: IEEE VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Author(s): Li, Yang; Shen, Yu; Zhang, Wentao; Jiang, Jiawei; Ding, Bolin; Li, Yaliang; Zhou, Jingren; Yang, Zhi; Wu, Wentao; Zhang, Ce; Cui, Bin Published in: Proceedings of the VLDB Endowment, 14 (11), Issue annually, 2021 Publisher: PVLDB Ease. ML: A Lifecycle Management System for Machine Learning Author(s): Aguilar Melgar, Leonel; id_orcid0000-0001-6864-4492; Dao, David; Gan, Shaoduo; Gürel, Nezihe M.; Hollenstein, Nora; id_orcid0000-0001-7936-4170; Jiang, Jiawei; Karlaš, Bojan; Lemmin, Thomas; id_orcid0000-0001-5705-4964; Li, Tian; Li, Yang; Rao, Susie; id_orcid0000-0003-2379-1506; Rausch, Johannes; Renggli, Cedric; Rimanic, Luka; Weber, Maurice; Zhang, Shuai; id_orcid0000-0002-7866-4611; Zhao, Zh Published in: Proceedings of the Annual Conference on Innovative Data Systems Research (CIDR), 2021, Issue 1, 2021 Publisher: CIDR 2021 DOI: 10.3929/ethz-b-000458916 Drop It In Like It’s Hot: An Analysis of Persistent Memory as a Drop-in Replacement for NVMe SSDs Author(s): Maximilian Böther, Otto Kißig, Lawrence Benson, Tilmann Rabl Published in: International Workshop on Data Management on New Hardware (DAMON’21), 2021 Publisher: ACM SIGMOD/PODS Efficiently Managing Deep Learning Models in a Distributed Environment Author(s): Nils Strassenburg, Ilin Tolovski, Tilmann Rabl Published in: 25th International Conference on Extending Database Technology (EDBT), Issue annually, 2022 Publisher: OpenProceedings.org DOI: 10.48786/edbt.2022.12 DaxVM: Stressing the Limits of Memory as a File Interface Author(s): Chloe Averti, Vasileios Karakostas, Nikhita Kunati, Georgios Goumas, Michael Swift Published in: MICRO 2022 - 55th IEEE/ACM International Synopsium on Microarchitecture, Issue annually, 2022 Publisher: ACM/IEEE A Resourceful Coordination Approach for Multilevel Scheduling Author(s): Eleliemy, Ahmed; Ciorba, Florina M. Published in: International Conference on High Performance Computing & Simulation (HPCS) 2021, Issue annual, 2021 Publisher: HPCS TPCx-AI on NVIDIA Jetsons Author(s): Robert Bayer, Jon Voigt Tøttrup, and Pınar Tözün Published in: Proceedings of the Fourteenth TPC Technology Conference on Performance Evaluation & Benchmarking, 2022 Publisher: ACM - Association for Computing Machinery RMG Sort: Radix-Partitioning-Based Multi-GPU Sorting Author(s): Ivan Ilic, Ilin Tolovski, Tilmann Rabl Published in: Datenbanksysteme für Business, Technologie und Web (BTW 2023), Issue bi-annually, 2023 Publisher: Springer Viper: An Efficient Hybrid PMem-DRAM Key-Value Store Author(s): Lawrence Benson, Hendrik Makait, Tilmann Rabl Published in: 2021 Publisher: ACM DocParser: Hierarchical Document Structure Parsing from Renderings Author(s): Rausch, Johannes; Martinez, Octavio; Bissig, Fabian; Zhang, Ce; Feuerriegel, Stefan Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 35 (5), 2021, Page(s) 4328-4338, ISSN 2159-5399 Publisher: AAAI Press DOI: 10.13039/501100000780 Other (4) Speeding up Vectorized Benchmarking of Optimization Algorithms Author(s): Aleš Zamuda Published in: Austrian-Slovenian HPC Meeting 2022 – ASHPC22, Issue annually, 2022 Publisher: EuroCC Austria Don’t Compete, Let’s Cooperate: A Cooperative Scheduling Approach Author(s): Ahmed Eleliemy, Florina M. Ciorba Published in: Platform for Advancing Scientific Computing Conference, 2021 Publisher: PASC CleanML: A Study for Evaluating the Impact of Data Cleaning on ML Classification Tasks Author(s): Li Peng, Rao Xi, Jennifer Blase, Xu Chu, Yue Zhang, Ce Zhang Published in: DeGNN, 2020 Publisher: ETH Zurich, Institute for Computing Platforms DOI: 10.13039/501100001711 Single- and Two-Level Dynamic Load Balancing of Scientific Applications Author(s): Ahmed Eleliemy, Florina M. Ciorba Published in: Platform for Advancing Scientific Computing Conference, 2021 Publisher: PASC Peer reviewed articles (5) The urban morphology on our planet – Global perspectives from space Author(s): Xiao Xiang Zhu,Chunping, Qiu, Jingliang Hua, Yilei Shi, Yuanyuan Wang, Michael Schmitta, Hannes Taubenböck Published in: Remote Sensing of Environment, Issue 16 volumes / year, 2021, ISSN 0034-4257 Publisher: Elsevier BV DOI: 10.1016/j.rse.2021.112794 Micro-architectural analysis of in-memory OLTP: Revisited Author(s): Utku Sirin, Pınar Tözün, Danica Porobic, Ahmad Yasin, Anastasia Ailamaki Published in: The VLDB Journal, Volume 30, Issue every other month, July 2021, 2021, ISSN 1066-8888 Publisher: Springer Verlag DOI: 10.1007/s00778-021-00663-8 Better Database Cost/Performance via Batched I/O on Programmable SSD Author(s): Jaeyoung Do, Ivan Luiz Picoli, David Lomet, Philippe Bonnet Published in: Conference on Very Large Data Bases (VLDB Journal), Issue 18.2.2021, 2021, ISSN 1066-8888 Publisher: Springer Verlag DOI: 10.1007/s00778-020-00648-z LB4OMP: A Dynamic Load Balancing Library for Multithreaded Applications Author(s): Jonas H. Müller Korndörfer; Ahmed Eleliemy; Ali Mohammed; Florina M. Ciorba Published in: IEEE Transactions on Parallel and Distributed Systems, Volume 33, Issue 4, 2021, Page(s) 830 - 841, ISSN 1045-9219 Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/tpds.2021.3107775 Automated Scheduling Algorithm Selection and Chunk Parameter Calculation in OpenMP Author(s): Ali Mohammed, Jonas H. Müller Kornörfer, Ahmed Eleliemy, Florina M. Ciorba Published in: IEEE Transactions on Parallel and Distributed Systems, Issue Volume: 33, Issue: 12, December 2022, 2022, ISSN 1045-9219 Publisher: Institute of Electrical and Electronics Engineers Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
