Risultati finali 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 Pubblicazioni Conference proceedings (35) DaphneSched: A Scheduler for Integrated Data Analysis Pipelines Autori: Ahmed Eleliemy, Florina M. Ciorba Pubblicato in: ISPDC23; IEEE, 2023 Editore: ISPDC23; IEEE I/O Interface Independence with xNVMe Autori: Simon Lund, Philippe Bonnet, Klaus Jensen, Javier Gonzalez Pubblicato in: Proceedings of the 15th ACM International Systems and Storage Conference, Issue annually, 2022 Editore: ACM - Association for Computing Machinery DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines Autori: 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 Pubblicato in: Conference on Innovative Data Systems Research, CIDR, Issue 9.1.2022-12.1.2022, 2022 Editore: Conference on Innovative Data Systems Research, CIDR Micro-architectural Analysis of a Learned Index Autori: Mikkel Møller Andersen, Pınar Tözün Pubblicato in: Proceedings of the International Workshop on Exploiting Artificial Intelligence Techniques for Data Management, Issue annually, 2022 Editore: ACM - Association for Computing Machinery DOI: 10.1145/3533702.3534917 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices Autori: Alberto Lerner, Philippe Bonnet Pubblicato in: Proceedings of the 2021 International Conference on Management of Data, 2021 Editore: ACM Evaluating Multi-GPU Sorting with Modern Interconnects Autori: Tobias Maltenberger, Ivan Ilic, Ilin Tolovski, Tilmann Rabl Pubblicato in: Proceedings of the 2022 International Conference on Management of Data (SIGMOD ’22), Issue annually, 2022 Editore: ACM - Association for Computing Machinery Efficient Multi-Model Management Autori: Nils Strassenburg, Dominic Kupfer, Julia Kowal, Tilmann Rabl Pubblicato in: 26th International Conference on Extending Database Technology (EDBT), Issue annually, 2023 Editore: OpenProceedings.org Enabling Integrated Data Analysis Pipelines on Heterogeneous Hardware through Holistic Extensibility Autori: Patrick Damme, Matthias Boehm Pubblicato in: 2nd Workshop on Novel Data Management Ideas on Heterogeneous Hardware Architectures (NoDMC), 2023 Editore: Gesellschaft für Informatik A Survey of Big Data, High Performance Computing, and Machine Learning Benchmarks Autori: Nina Ihde, Paula Marten, Ahmed Eleliemy, Gabrielle Poerwawinata, Pedro Silva, Ilin Tolovski, Florina M. Ciorba, Tilmann Rabl Pubblicato in: Proceedings of the Thirteenth TPC Technology Conference on Performance Evaluation & Benchmarking, 2021 Editore: Springer Delilah: eBPF-offload on computational storage Autori: Niclas Hedam, Morten Tychsen Clausen, Philippe Bonnet, Sangjin Lee, Ken Friis Larsen Pubblicato in: 19th International Workshop on Data Management on New Hardware (DaMoN), Issue annually, 2023 Editore: 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) Autori: Aleš Zamuda Pubblicato in: Proceedings of the Austrian-Slovenian HPC Meeting 2021 - ASHPC21, 2021, ISBN 978-961-6980-77-7 Editore: University of Ljubljana DeGNN: Improving Graph Neural Networks with Graph Decomposition Autori: 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 Pubblicato in: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD '21), Issue annually, 2021 Editore: ACM Evaluating In-Memory Hash Joins on Persistent Memory Autori: Tobias Maltenberger, Till Lehmann, Lawrence Benson, Tilmann Rabl Pubblicato in: 25th International Conference on Extending Database Technology (EDBT), Issue annually, 2022 Editore: OpenProceedings.org DOI: 10.48786/edbt.2022.23 Evaluating SIMD Compiler-Intrinsics for Database Systems Autori: Lawrence Benson, Richard Ebeling and Tilmann Rabl Pubblicato in: VLDBW -- ADMS 23, 2023 Editore: ACM - Association for Computing Machinery TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems Autori: Christoph Brücke, Philipp Härtling, Rodrigo D Escobar Palacios, Hamesh Patel and Tilmann Rabl Pubblicato in: 2023 Editore: VLDB23; ACM - Association for Computing Machinery Desis: Efficient Window Aggregation in Decentralized Networks Autori: Wang Yue, Lawrence Benson, Tilmann Rabl Pubblicato in: 26th International Conference on Extending Database Technology (EDBT), Issue annually, 2023 Editore: OpenProceedings.org Darwin: Scale-In Stream Processing Autori: Lawrence Benson, Tilmann Rabl Pubblicato in: Conference on Innovative Data Systems Research, CIDR 22, Issue annually, 2022 Editore: Conference on Innovative Data Systems Research, CIDR 22 Considering a Fear and Greed Index in Bitcoin Price Prediction Through Long Short-Term Memory Autori: Nataša Ošep Ferš, Aleš Zamuda Pubblicato in: IEEE Slovenia Section, Issue annually, 2021 Editore: IEEE Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads Autori: Björn Daase, Lars Jonas Bollmeier, Lawrence Benson, Tilmann Rabl Pubblicato in: Proceedings of the 2021 International Conference on Management of Data (SIGMOD 2021), 2021 Editore: ACM DaphneSched: A Scheduler for Integrated Data Analysis Pipelines Autori: Ahmed Eleliemy, Florina M. Ciorba, Jonas H. Müller Korndörfer Pubblicato in: ISPDC23, 2023 Editore: ISPDC23 How Do OS and Application Schedulers Interact? An Investigation with Multithreaded Applications Autori: Jonas H. Müller Korndorfer, Ahmed Eleliemy, Osman Simsek, Thomas Ilsche, Robert Schöne, Florina M. Ciorba Pubblicato in: Springer, 2023, ISBN 978-3-031-39697-7 Editore: Euro-Par 2023 PerMA-Bench: Benchmarking Persistent Memory Access Autori: Benson, Lawrence and Papke, Leon and Rabl, Tilmann Pubblicato in: Proceedings of the Very Large Data Base Endowment (VLDB) Endowment, Issue annually, 2022 Editore: ACM - Association for Computing Machinery DOI: 10.14778/3551793.3551807 Predicting Ion Beam Tuning in Semiconductor Manufacturing Autori: Andreas Laber, Martin Gebser, Konstantin Schekotihin, Yao Yang Pubblicato in: IEEE Electron Devices Society, Issue bi-annually, 2022 Editore: IEEE BabelMR: A Polyglot Framework for Serverless MapReduce Autori: Fabian Mahling, Paul Rößler, Thomas Bodner and Tilmann Rabl Pubblicato in: VLDBW -- SDA 23, 2023 Editore: ACM - Association for Computing Machinery VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Autori: Li, Yang; Shen, Yu; Zhang, Wentao; Jiang, Jiawei; Ding, Bolin; Li, Yaliang; Zhou, Jingren; Yang, Zhi; Wu, Wentao; Zhang, Ce; Cui, Bin Pubblicato in: Proceedings of the VLDB Endowment, 14 (11), Issue annually, 2021 Editore: PVLDB Ease. ML: A Lifecycle Management System for Machine Learning Autori: 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 Pubblicato in: Proceedings of the Annual Conference on Innovative Data Systems Research (CIDR), 2021, Issue 1, 2021 Editore: 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 Autori: Maximilian Böther, Otto Kißig, Lawrence Benson, Tilmann Rabl Pubblicato in: International Workshop on Data Management on New Hardware (DAMON’21), 2021 Editore: ACM SIGMOD/PODS Efficiently Managing Deep Learning Models in a Distributed Environment Autori: Nils Strassenburg, Ilin Tolovski, Tilmann Rabl Pubblicato in: 25th International Conference on Extending Database Technology (EDBT), Issue annually, 2022 Editore: OpenProceedings.org DOI: 10.48786/edbt.2022.12 DaxVM: Stressing the Limits of Memory as a File Interface Autori: Chloe Averti, Vasileios Karakostas, Nikhita Kunati, Georgios Goumas, Michael Swift Pubblicato in: MICRO 2022 - 55th IEEE/ACM International Synopsium on Microarchitecture, Issue annually, 2022 Editore: ACM/IEEE A Resourceful Coordination Approach for Multilevel Scheduling Autori: Eleliemy, Ahmed; Ciorba, Florina M. Pubblicato in: International Conference on High Performance Computing & Simulation (HPCS) 2021, Issue annual, 2021 Editore: HPCS TPCx-AI on NVIDIA Jetsons Autori: Robert Bayer, Jon Voigt Tøttrup, and Pınar Tözün Pubblicato in: Proceedings of the Fourteenth TPC Technology Conference on Performance Evaluation & Benchmarking, 2022 Editore: ACM - Association for Computing Machinery RMG Sort: Radix-Partitioning-Based Multi-GPU Sorting Autori: Ivan Ilic, Ilin Tolovski, Tilmann Rabl Pubblicato in: Datenbanksysteme für Business, Technologie und Web (BTW 2023), Issue bi-annually, 2023 Editore: Springer Viper: An Efficient Hybrid PMem-DRAM Key-Value Store Autori: Lawrence Benson, Hendrik Makait, Tilmann Rabl Pubblicato in: 2021 Editore: ACM Analyzing Vectorized Hash Tables Across CPU Architectures Autori: Maximilian Böther, Lawrence Benson, Ana Klimovic, Tilmann Rabl Pubblicato in: VLDB23, 2023 Editore: ACM - Association for Computer Machinery DocParser: Hierarchical Document Structure Parsing from Renderings Autori: Rausch, Johannes; Martinez, Octavio; Bissig, Fabian; Zhang, Ce; Feuerriegel, Stefan Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 35 (5), 2021, Page(s) 4328-4338, ISSN 2159-5399 Editore: AAAI Press DOI: 10.13039/501100000780 Other (4) Speeding up Vectorized Benchmarking of Optimization Algorithms Autori: Aleš Zamuda Pubblicato in: Austrian-Slovenian HPC Meeting 2022 – ASHPC22, Issue annually, 2022 Editore: EuroCC Austria Don’t Compete, Let’s Cooperate: A Cooperative Scheduling Approach Autori: Ahmed Eleliemy, Florina M. Ciorba Pubblicato in: Platform for Advancing Scientific Computing Conference, 2021 Editore: PASC CleanML: A Study for Evaluating the Impact of Data Cleaning on ML Classification Tasks Autori: Li Peng, Rao Xi, Jennifer Blase, Xu Chu, Yue Zhang, Ce Zhang Pubblicato in: DeGNN, 2020 Editore: ETH Zurich, Institute for Computing Platforms DOI: 10.13039/501100001711 Single- and Two-Level Dynamic Load Balancing of Scientific Applications Autori: Ahmed Eleliemy, Florina M. Ciorba Pubblicato in: Platform for Advancing Scientific Computing Conference, 2021 Editore: PASC Peer reviewed articles (5) The urban morphology on our planet – Global perspectives from space Autori: Xiao Xiang Zhu,Chunping, Qiu, Jingliang Hua, Yilei Shi, Yuanyuan Wang, Michael Schmitta, Hannes Taubenböck Pubblicato in: Remote Sensing of Environment, Issue 16 volumes / year, 2021, ISSN 0034-4257 Editore: Elsevier BV DOI: 10.1016/j.rse.2021.112794 Micro-architectural analysis of in-memory OLTP: Revisited Autori: Utku Sirin, Pınar Tözün, Danica Porobic, Ahmad Yasin, Anastasia Ailamaki Pubblicato in: The VLDB Journal, Volume 30, Issue every other month, July 2021, 2021, ISSN 1066-8888 Editore: Springer Verlag DOI: 10.1007/s00778-021-00663-8 Better Database Cost/Performance via Batched I/O on Programmable SSD Autori: Jaeyoung Do, Ivan Luiz Picoli, David Lomet, Philippe Bonnet Pubblicato in: Conference on Very Large Data Bases (VLDB Journal), Issue 18.2.2021, 2021, ISSN 1066-8888 Editore: Springer Verlag DOI: 10.1007/s00778-020-00648-z LB4OMP: A Dynamic Load Balancing Library for Multithreaded Applications Autori: Jonas H. Müller Korndörfer; Ahmed Eleliemy; Ali Mohammed; Florina M. Ciorba Pubblicato in: IEEE Transactions on Parallel and Distributed Systems, Volume 33, Issue 4, 2021, Page(s) 830 - 841, ISSN 1045-9219 Editore: Institute of Electrical and Electronics Engineers DOI: 10.1109/tpds.2021.3107775 Automated Scheduling Algorithm Selection and Chunk Parameter Calculation in OpenMP Autori: Ali Mohammed, Jonas H. Müller Kornörfer, Ahmed Eleliemy, Florina M. Ciorba Pubblicato in: IEEE Transactions on Parallel and Distributed Systems, Issue Volume: 33, Issue: 12, December 2022, 2022, ISSN 1045-9219 Editore: Institute of Electrical and Electronics Engineers È in corso la ricerca di dati su OpenAIRE... Si è verificato un errore durante la ricerca dei dati su OpenAIRE Nessun risultato disponibile
