Data centers have a large and growing contribution to global energy consumption. Factors like manufacturing, construction, disassembly, green energy emissions are frequently neglected in current estimates. The total climate footprint can vary dramatically, based on energy sources, hardware, application, utilization, life-cycle management. B6 aims at a holistic management of end-to-end energy profiles and climate footprints of ML-based data analysis workflows (DAW), as well as system-internal configuration and tuning knobs.
@article{baeuerle2025tco2,
title = {TCO2: Analyzing the Carbon Footprint of Database Server Replacements},
author = {Marc Baeuerle and Thomas Bodner and Martin Boissier and Tilmann Rabl and Ricardo Salazar Díaz and Florian Schmeller and Nils Strassenburg and Ilin Tolovski and Marcel Weisgut and Wang Yue},
url = {https://hpi.de/oldsite/fileadmin/user_upload/fachgebiete/rabl/publications/2025/p2059-rabl.pdf},
year = {2025},
date = {2025-09-01},
urldate = {2025-01-01},
journal = {Proceedings of the VLDB Endowment. ISSN 2150-8097},
volume = {18},
number = {12},
pages = {5223-5226},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{weisgut2025cxl,
title = {CXL Memory Performance for In-Memory Data Processing},
author = {Marcel Weisgut and Daniel Ritter and Pınar Tözün and Lawrence Benson and Tilmann Rabl},
url = {https://hpi.de/oldsite/fileadmin/user_upload/fachgebiete/rabl/publications/2025/p2370-weisgut.pdf},
year = {2025},
date = {2025-09-01},
urldate = {2025-01-01},
journal = {Proceedings of the VLDB Endowment. ISSN 2150-8097},
volume = {18},
number = {9},
pages = {3119-3133},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
In: Proceedings of the 21st International Workshop on Data Management on New Hardware, Association for Computing Machinery, New York, NY, USA, 2025, ISBN: 9798400719400.
@inproceedings{mahling2025fetch,
title = {Fetch Me If You Can: Evaluating CPU Cache Prefetching and Its Reliability on High Latency Memory},
author = {Fabian Mahling and Marcel Weisgut and Tilmann Rabl},
url = {https://doi.org/10.1145/3736227.3736231},
doi = {10.1145/3736227.3736231},
isbn = {9798400719400},
year = {2025},
date = {2025-07-10},
urldate = {2025-01-01},
booktitle = {Proceedings of the 21st International Workshop on Data Management on New Hardware},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
series = {DaMoN '25},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
In: Proceedings of the Workshop on Data Management for End-to-End Machine Learning, Association for Computing Machinery, Berlin, Germany, 2025, ISBN: 9798400719240.
@inproceedings{schulze2025pqbench,
title = {PQ Bench: Benchmarking Pruning and Quantization Techniques},
author = {Jonas Schulze and Nils Strassenburg and Tilmann Rabl},
url = {https://doi.org/10.1145/3735654.3735940},
doi = {10.1145/3735654.3735940},
isbn = {9798400719240},
year = {2025},
date = {2025-06-22},
urldate = {2025-01-01},
booktitle = {Proceedings of the Workshop on Data Management for End-to-End Machine Learning},
publisher = {Association for Computing Machinery},
address = {Berlin, Germany},
series = {DEEM '25},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@article{strassenburg2025alsatian,
title = {Alsatian: Optimizing Model Search for Deep Transfer Learning},
author = {Nils Strassenburg and Boris Glavic and Tilmann Rabl},
url = {https://doi.org/10.1145/3725264},
doi = {10.1145/3725264},
year = {2025},
date = {2025-06-18},
urldate = {2025-06-01},
journal = {Proc. ACM Manag. Data},
volume = {3},
number = {3},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{bodner2025evaluation,
title = {An Empirical Evaluation of Serverless Cloud Infrastructure for Large-Scale Data Processing},
author = {Thomas Bodner and Theo Radig and David Justen and Daniel Ritter and Tilmann Rabl},
url = {https://openproceedings.org/2025/conf/edbt/paper-239.pdf},
doi = {10.48786/edbt.2025.76},
year = {2025},
date = {2025-03-25},
urldate = {2025-01-01},
journal = {CoRR},
volume = {abs/2501.07771},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
