Deliverables
Prototype of benchmark toolkit for runtime tracing and performance analysis.
Extended Compiler PrototypeSoftware artifact of an extended compiler prototype that added advanced optimizations and incorporated feedback from the other work packages.
Improved prototype of pipeline, task, and parameter server schedulingRefined prototype of the pipeline and task/data scheduling mechanisms as well as early prototypes for multi-tenant resource sharing and parameter server update strategies.
Compiler PrototypeSoftware artifact of the initial compiler prototype
Prototype and overview HW accelerator support and performance modelsPrototype of the techniques described in D7.1 and an overview report on the devised performance models.
DSL runtime prototypeInitial prototype of the end-to-end runtime system.
Prototype of pipelines and task scheduling mechanismsInitial prototype of the pipeline and task/data scheduling mechanisms.
Prototype and overview of managed storage tiers and near-data processingReport and initial prototype of managed storage tiers and near-data processing for first and second order functions.
Prototype and overview code generation frameworkPrototype and report describing the extended code generation framework for GPUs and other accelerators, with special focus on the generation of sparsity-exploiting fused operators.
Prototype and overview of data path optimizations and placementReport and prototype of used data path optimization techniques and automatic data placement in hybrid memory and storage configurations.
Public report describing the project progress until M24, achievements and impact, as well as a calculation of efforts and costs.
DSL runtime designReport on the initial design of distribution primitives and existing framework integration
Initial System ArchitectureReport on requirements of endtoend data analysis pipelines and design of the initial system architecture
Compiler Design and OverviewReport on the overall design and high-level overview of the internals and key techniques.
Initial benchmark concept and definitionReport on the DaphneBench concept and detailed benchmark specification.
Scheduler design for pipelines and tasksReport on the initial overall design of the scheduling components scheduling of pipelines and workflows as well as task and data placement
3rd Annual Project ReportPublic report describing the project progress until M36, achievements and impact, as well as a calculation of efforts and costs.
SotA survey of benchmarks from DM, HPC, and ML SysReport on the stateoftheart of benchmarks for database systems data management highperformance computing and ML systems
Initial pipeline definition all use casesReport on use case studies with technical details and the definition of initial pipelines that can be used for testing
Language Design SpecificationReport on the language abstractions APIs and DSL as well as the central internal representation
Refined System ArchitectureReport on the final, i.e., refined and improved system architecture.
Design of integration HW acceleratorsReport 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 configurationReport 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
Improved DSL runtime prototype and overviewReport and prototype of the improved runtime system (primitives, framework integration, local/distributed operations, data access).
Improved pipelines all use case studiesReport on extended pipelines that improve runtime and/or accuracy by leveraging the DAPHNE system infrastructure and exploiting the eminent runtime-accuracy trade-off.
1st Annual Project ReportPublic report describing the project progress until M12 achievements and impact as well as a calculation of efforts and costs
Publications
Author(s):
Ahmed Eleliemy, Florina M. Ciorba
Published in:
ISPDC23; IEEE, 2023
Publisher:
ISPDC23; IEEE
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
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
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
Author(s):
Alberto Lerner, Philippe Bonnet
Published in:
Proceedings of the 2021 International Conference on Management of Data, 2021
Publisher:
ACM
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
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
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
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
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
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
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
Author(s):
Johannes Fett, Urs Kober, Christian Schwarz, Dirk Habich, Wolfgang Lehner
Published in:
Euro-Par2022, Issue annually, 2022, ISBN 9798400707834
Publisher:
28th International European Conference on Parallel and Distributed Computing
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
Author(s):
Lawrence Benson, Richard Ebeling and Tilmann Rabl
Published in:
VLDBW -- ADMS 23, 2023
Publisher:
ACM - Association for Computing Machinery
Author(s):
Christoph Brücke, Philipp Härtling, Rodrigo D Escobar Palacios, Hamesh Patel and Tilmann Rabl
Published in:
2023
Publisher:
VLDB23; ACM - Association for Computing Machinery
Author(s):
Wang Yue, Lawrence Benson, Tilmann Rabl
Published in:
26th International Conference on Extending Database Technology (EDBT), Issue annually, 2023
Publisher:
OpenProceedings.org
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
Author(s):
Maximilian Böther; Lawrence Benson; Ana Klimovic; Tilmann Rabl
Published in:
Proceedings of the VLDB Endowment, 16 (11), Issue 25, 2023
Publisher:
ACM - Association for Computing Machinery
DOI:
10.14778/3611479.3611485
Author(s):
Nataša Ošep Ferš, Aleš Zamuda
Published in:
IEEE Slovenia Section, Issue annually, 2021
Publisher:
IEEE
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
Author(s):
Aleš Zamuda
Published in:
Proceedings of the 17th International Symposium on Operational Research in Slovenia, Issue bi-annually, 2023, ISBN 978-961-6165-61-7
Publisher:
Slovenian Society INFORMATIKA – Section for Operational Research
Author(s):
Ahmed Eleliemy, Florina M. Ciorba, Jonas H. Müller Korndörfer
Published in:
ISPDC23, 2023
Publisher:
ISPDC23
Author(s):
Jonas H. Müller Korndorfer, Ahmed Eleliemy, Osman Simsek, Thomas Ilsche, Robert Schöne, Florina M. Ciorba
Published in:
Springer, 2023, ISBN 978-3-031-39697-7
Publisher:
Euro-Par 2023
Author(s):
Andreas Geyer, Johannes Pietrzyk, Alexander Krause, Dirk Habich, Wolfgang Lehner, Christian Färber, Thomas Willhalm
Published in:
DIMES@SOSP 2023: 1st workshop on Disruptive Memory Systems, 2023
Publisher:
ACM Symposium on Operating Systems Principles (SOSP)
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
Author(s):
Andreas Laber, Martin Gebser, Konstantin Schekotihin, Yao Yang
Published in:
IEEE Electron Devices Society, Issue bi-annually, 2022
Publisher:
IEEE
Author(s):
Fabian Mahling, Paul Rößler, Thomas Bodner and Tilmann Rabl
Published in:
VLDBW -- SDA 23, 2023
Publisher:
ACM - Association for Computing Machinery
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
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
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
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
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
Author(s):
Eleliemy, Ahmed; Ciorba, Florina M.
Published in:
International Conference on High Performance Computing & Simulation (HPCS) 2021, Issue annual, 2021
Publisher:
HPCS
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
Author(s):
Ivan Ilic, Ilin Tolovski, Tilmann Rabl
Published in:
Datenbanksysteme für Business, Technologie und Web (BTW 2023), Issue bi-annually, 2023
Publisher:
Springer
Author(s):
Lawrence Benson, Hendrik Makait, Tilmann Rabl
Published in:
2021
Publisher:
ACM
Author(s):
Maximilian Böther, Lawrence Benson, Ana Klimovic, Tilmann Rabl
Published in:
VLDB23, 2023
Publisher:
ACM - Association for Computer Machinery
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
Author(s):
Shaoduo Gan, Xiangru Lian, Rui Wang, Jianbin Chang, Chengjun Liu, Hongmei Shi, Shengzhuo Zhang, Xianghong Li, Tengxu Sun, Jiawei Jiang, Binhang Yuan, Sen Yang,
Published in:
PVLDB, 2021, ISSN 2150-8097
Publisher:
PVLDB
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
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
Author(s):
Benson, Lawrence; Papke, Leon; Rabl, Tilmann
Published in:
Proceedings of the Very Large Data Base Endowment (VLDB) Endowment, Issue annually, 2022, ISSN 2150-8097
Publisher:
ACM - Association for Computing Machinery
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
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
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
Author(s):
Aleš Zamuda
Published in:
Austrian-Slovenian HPC Meeting 2022 – ASHPC22, Issue annually, 2022
Publisher:
EuroCC Austria
Author(s):
Ahmed Eleliemy, Florina M. Ciorba
Published in:
Platform for Advancing Scientific Computing Conference, 2021
Publisher:
PASC
Author(s):
Johannes Fett, Urs Kober, Christian Schwarz, Dirk Habich, Wolfgang Lehner
Published in:
ACM SIGMOD/PODS, 2023, ISBN 9798400707834
Publisher:
ACM SIGMOD/PODS
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
Author(s):
Ahmed Eleliemy, Florina M. Ciorba
Published in:
Platform for Advancing Scientific Computing Conference, 2021
Publisher:
PASC
Author(s):
Francieli Boito, Jim Brandt, Valeria Cardellini, Philip Carns, Florina M. Ciorba, Hilary Egan, Ahmed Eleliemy, Ann Gentile, Thomas Gruber, Jeff Hanson, Utz-Uwe Haus, Kevin Huck, Thomas Ilsche, Thomas Jakobsche, Terry Jones, Sven Karlsson, Abdullah Mueen, Michael Ott, Tapasya Patki, Krishnan Raghavan, Stephen Simms, Kathleen Shoga, Michael Showerman, Devesh Tiwari, Torsten Wilde, Ivy Peng, and Keij
Published in:
HPCMASPA workshop at IEEE Cluster 2023, Issue annually, 2023
Publisher:
IEEE
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