Lead Distributed Pre-Training Engineer for Multilingual LLMs

Barcelona Supercomputing Center

Barcelona

Presencial

EUR 85.000 - 120.000

Jornada completa

Hace 10 días
Generador de candidaturas

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Ventajas ofrecidas por este puesto de trabajo

Restaurant tickets
Private health insurance
Relocation support

Descripción de la vacante

Barcelona Supercomputing Center in Barcelona is seeking a Senior Pre-training Engineer (RE3) to lead multilingual pre-training pipelines on multi-node HPC infrastructure. You will drive distributed training strategies and prototype novel architectures for large language models.

The role requires deep expertise in Megatron-LM, DeepSpeed, PyTorch FSDP or NeMo, and strong Python and English language skills. You will work in a cutting-edge HPC environment with access to MareNostrum, Leonardo, and

Formación

  • Experience in pre-training large language models across multi-node, multi-GPU setups.
  • Expertise with Megatron-LM, DeepSpeed, PyTorch FSDP or NeMo.
  • Proficient in Python and PyTorch/DeepSpeed.
  • Strong understanding of scaling laws and HPC environments.
  • Excellent English (written and spoken).
  • Spanish fluency is valued.

Responsabilidades

  • Lead design and execution of large-scale pre-training pipelines for multilingual models on multi-node HPC infrastructure.
  • Design and implement distributed training strategies (data, tensor, pipeline, and sequence parallelism) to scale training across GPUs.
  • Apply scaling laws to guide compute-optimal decisions on model size and training budget.
  • Research and prototype novel model architectures for pre-training at scale.
  • Optimize data pipelines and tokenization for multilingual pre-training.
  • Collaborate with HPC infrastructure teams to maximize cluster utilization and fault tolerance.
  • Mentor junior team members on distributed pre-training practices.

Conocimientos

Large language models
Distributed training
Python
PyTorch
Deep Learning
HPC experience
English proficiency

Educación

PhD or Master’s in CS/AI

Herramientas

Megatron-LM
DeepSpeed
PyTorch FSDP
NeMo

Descripción del empleo

Barcelona Supercomputing Center in Barcelona is seeking a Senior Pre-training Engineer (RE3) to lead multilingual pre-training pipelines on multi-node HPC infrastructure. You will drive distributed training strategies and prototype novel architectures for large language models.

The role requires deep expertise in Megatron-LM, DeepSpeed, PyTorch FSDP or NeMo, and strong Python and English language skills. You will work in a cutting-edge HPC environment with access to MareNostrum, Leonardo, and

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