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The Barcelona Supercomputing Center invites applications for a Senior Pre-training Engineer (RE3). Based in Barcelona, you will lead the design and implementation of large-scale multilingual pre-training pipelines on multi-node HPC systems, ensuring efficient scaling across hundreds of GPUs.
You will work with state-of-the-art frameworks (Megatron-LM, DeepSpeed, PyTorch), mentor junior team members, and collaborate with infrastructure teams to maximize throughput.
Starting date: 01/09/2026Job Reference361_26_AII_LM_RE3PositionSenior Pre-training Engineer (RE3)Closing DateMonday, 31 August, ****Reference361_26_AII_LM_RE3Job titleSenior Pre-training Engineer (RE3)About BSCThe Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is the leading supercomputing center in Spain.
It houses MareNostrum, one of the most powerful supercomputers in Europe, was a founding and hosting member of the former European HPC infrastructure PRACE (Partnership for Advanced Computing in Europe), and is now hosting entity for EuroHPC JU, the Joint Undertaking that leads large-scale investments and HPC provision in Europe.
The mission of BSC is to research, develop and manage information technologies in order to facilitate scientific progress.
BSC combines HPC service provision and R&D into both computer and computational science (life, earth and engineering sciences) under one roof, and currently has over **** staff from 60 countries.Look At The BSC ExperienceBSC?CNS YouTube ChannelLet’s stay connected with BSC Folks!
We are particularly interested for this role in the strengths and lived experiences of women and underrepresented groups to help us avoid perpetuating biases and oversights in science and IT research.
In instances of equal merit, the incorporation of the under?represented sex will be favoured.We promote Equity, Diversity and Inclusion, fostering an environment where each and every one of us is appreciated for who we are, regardless of our differences.We value diversity of experiences and skills, and you could bring unique perspectives to our team.Context And MissionThe Language Modeling Team at the newly created AI Institute hosted at BSC has consolidated experience in several NLP areas, such as massive language model building, biomedical text mining, and unsupervised learning for under?resourced languages and domains.
It has been entrusted by the Spanish and the Catalan governments with the mission to develop fundamental open?source resources and technologies for Spanish and Catalan.In connection with this, the LM team is currently in charge of two flagship projects at the national and regional level: the ALIA project, funded by the Spanish Secretariat of Digitalisation and Artificial Intelligence, and the AINA project, aimed at developing AI resources for Catalan, funded by the Catalan Digitalisation Department.In addition, the team is a key contributor to Open Euro LLM, the European initiative to build open, multilingual foundation models trained on EuroHPC infrastructure, in collaboration with leading European research centers.
The successful candidate will have direct access to Tier?0 European supercomputers such as MareNostrum 5, Leonardo, and JUPITER.
In this context, the newly created AI Institute is looking for talent to help design and improve its pre?training operations and infrastructure.The Language Modeling Team is looking for candidates with a background in computational linguistics with experience in Language Technologies, specifically in Deep Learning and large language model building, and possibly in other areas of Natural Language and Speech Processing.The successful candidate will work in a highly sophisticated HPC environment, have access to state?of?the?art systems and computational infrastructures, and establish collaborations with experts in different areas at the local and international levels.The researcher will implement innovative techniques for language modeling and evaluation in the HPC environment.Key DutiesLead the technical design and execution of large-scale pre?training pipelines for multilingual foundation models on multi?node HPC infrastructure (MareNostrum, Leonardo, JUPITER and other EuroHPC systems).
Design and implement distributed training strategies (data, tensor, pipeline, and sequence parallelism, ZeRO/FSDP) to scale training efficiently across hundreds to thousands of GPUs.Apply scaling laws to guide compute?optimal decisions on model size, dataset size, and training budget.Research and prototype novel model architectures (e.G. Mixture?of?Experts, alternative attention/state?space mechanisms) for pre?training at scale.Optimize data pipelines, tokenization and curriculum design for multilingual, multi?node pre?training.Collaborate closely with HPC infrastructure teams to maximize cluster utilization, fault tolerance and checkpointing at scale.Mentor junior team members on best practices for distributed pre?training and performance bottleneck identification.RequirementsEducationPhD or Master's degree in Computer Science, Artificial Intelligence or a related field.Essential Knowledge and Professional ExperienceExtensive experience in pre?training large language models, including multi?node, multi?GPU distributed training.Proven expertise with distributed training frameworks such as Megatron?LM, DeepSpeed, PyTorch FSDP or NeMo.Expert knowledge of Python and Deep Learning libraries including PyTorch and DeepSpeed.Solid understanding of scaling laws and compute?optimal training strategies.Experience with large?scale distributed training and high?performance computing (HPC) environments.Excellent level of English (written and spoken).
Additional Knowledge and Professional ExperienceHands?on experience with European Tier?0 HPC clusters such as MareNostrum, Leonardo, or JUPITER (or equivalent large?scale supercomputing environments) will be considered a significant asset.Fluency in Spanish is highly valued.Knowledge of one or more of Spain's co?official languages, including Catalan, Basque and Galician is highly desirable.CompetencesAbility to optimize complex technical workflows to reduce resource consumption and iteration time.Technical leadership skills to establish best practices in training within the group.Strong problem?solving skills focused on performance bottlenecks and scalability.Collaborative mindset and ability to work closely with the agents and infrastructure teams.ConditionsThe position will be located at BSC within the Directors DepartmentWe offer a full?time contract (35h/week), a good working environment, a highly stimulating environment with state?of?the?art infrastructure, flexible working hours, extensive training plan, restaurant tickets, private health insurance, support to the relocation proceduresDuration: Open?ended contract due to technical and scientific activities linked to the project and budget durationHolidays: 22 days of holidays + 6 personal days + 24th and 31st of December per our collective agreementSalary: we offer a competitive salary commensurate with the qualifications and experience of the candidate and according to the cost of living in BarcelonaStarting date: 01/09/2026Development of the recruitment processThe selection will be carried out through a competitive examination system ("Concurso-Oposición").
The recruitment process consists of two phases:Curriculum Analysis: Evaluation of previous experience and/or scientific history, degree, training, and other professional information relevant to the position.