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Hyphen Connect Limited

Posted 1 month ago

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LLM Pre-training & Distributed Engineer (AI Infrastructure)

SingaporeRemoteFull-time

AI Summary

A senior engineer who architects and sustains large-scale distributed ML training campaigns, focusing on multi-GPU orchestration, resource management, and fault-tolerant workflows.

About this role

We are seeking a highly skilled LLM Pre-training & Distributed Systems Engineer. This role is essential for orchestrating large-scale machine learning training runs and optimizing distributed infrastructure. The ideal candidate will have a deep understanding of GPU clusters and extensive experience in system engineering to ensure efficient and reliable training processes.

Responsibilities:

  • Orchestrate distributed training runs across 1,000+ GPUs using PyTorch, DeepSpeed, or Megatron-LM.
  • Optimize networking (InfiniBand/RDMA) and memory management to prevent out-of-memory errors.
  • Automate checkpointing and failure recovery during month-long training runs.

Required Skills:

  • Deep expertise in 3D parallelism (Data, Tensor, Pipeline).
  • Experience managing SLURM or Kubernetes-based GPU clusters.
  • Strong systems engineering background (C++, CUDA, Python).

Skills

3D-Parallelism (Data, Tensor, Pipeline)C++CheckpointingCUDADeepSpeedDistributed TrainingFailure RecoveryGPU ClusteringInfinibandKubernetesMegatron-LMMemory ManagementPythonPyTorchRDMASlurm

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