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Data reduction physicist (ep-cmg-2026-13-grap)

Genf
CERN
Inserat online seit: 20 Februar
Beschreibung

OverviewThe NGT Real-time Reconstruction Revolution will transform the CMS High-Level Trigger into an offline-quality reconstruction facility processing up to 750 kHz of events. To make this sustainable, you will lead the design of two complementary data tiers: a low-level reconstructed format that enables trigger rates several times higher than conventional raw-data output while preserving the option for future reprocessing, and a compact analysis format to save the full 750 kHz stream of online reconstructed events.ResponsibilitiesDesign next-generation data structures that push the limits of data reduction while preserving physics performance and analysis flexibility.Ensure all formats are accelerator-native (e.g., structure-of-arrays, SoA) and optimised for high-throughput GPU processing.Build an end-to-end framework to rigorously quantify the impact of lossy compression, with clear metrics, reference analyses, and automated regression tests.Benchmark compression/decompression under realistic workloads: CPU/GPU cost, I/O throughput, memory footprint, and latency.Advance lossless compression, leveraging R³-reconstructed objects and pioneering AI/ML techniques.Improve raw data structure to achieve higher compressibility and faster data access.QualificationsDemonstrated contributions to trigger and/or reconstruction in HEP (or comparable high-throughput scientific software).Practical understanding of end-to-end HEP experiment operations, from detector readout to reconstruction, calibrations, datasets, and final physics results.Experience working in a large international collaboration (code review, CI/CD, documentation) is a plus.Knowledge with LHC experiments and their data formats is a plus.Expertise in data compression techniques is a plus (lossless and/or lossy).Experience applying AI/ML methods (e.g., autoencoders) to data reduction is a plus.Proficiency in GPU programming and heterogeneous computing is a plus.SkillsHigh proficiency in C++, Python, and ROOT.Solid understanding of event reconstruction, including calibrations and commonly used data formats in HEP.Spoken and written English, with a commitment to learn French.Eligibility criteriaYou are a national of a CERN Member or Associate Member State.You have a professional background in Physics (or a related field) and have either:a Master’s degree with 2 to 6 years of post-graduation professional experience;or a PhD with no more than 3 years of post-graduation professional experience.You have never had a CERN fellow or graduate contract before.Additional InformationJob closing date: 19.02.2026 at 23:59 CET.Contract duration: 24 months, with a possible extension up to 36 months maximum.Working hours: 40 hours per weekJob flexibility: Fully OnsiteTarget start date: 01-March-2026Job reference: EP-CMG-2026-13-GRAPField of work: Applied PhysicsBenchmark job: 200140 - Applied PhysicistGlobal BenefitsA monthly stipend between 6372-7004 Swiss Francs per month (tax free) depending on your degree.30 days of paid leave per year plus 2 weeks annual closure.Coverage by CERN’s comprehensive health insurance scheme (for yourself, your spouse and children), and membership of the CERN Pension Fund.Family, child and infant monthly allowances depending on your individual circumstances.A relocation package (installation grant and travel expenses) depending on your individual circumstances.Possibility to extend your contract up to 36 months.On-the-job and formal training including language classes.Overview of CERNDiscover a world where the impossible is made possible! At CERN, the European Organization for Nuclear Research, we are pushing the frontiers of science and technology. Our groundbreaking work brings together physicists and a diverse range of professionals from engineering, technical, scientific, and administrative fields. Together, we foster an environment where innovation and collaboration thrive.Every day, we face exciting new challenges and opportunities to contribute to cutting-edge research that shapes our understanding of the universe. Diversity is a core value of CERN since its foundation, and it remains central to our mission and continued success.If you are ready to be part of a dynamic, inclusive community pushing the boundaries of knowledge, CERN is the place where your curiosity and skills can thrive. Be part of our mission to uncover what lies at the heart of the universe! TAKE PART!More information about us, here: careers.cern
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