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Open nowPosted 5 days ago

大模型 Infra 工程师

x2-robot/91213080 open roles

Where
Shenzhen, Guangdong, Chinese Mainland
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Your applicationOpen now大模型 Infra 工程师x2-robot/912130 · Shenzhen, Guangdong, Chinese Mainland
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The clock on this job

Early applications get read.

12.1% of postings close within 7 days. Measured by our own scanner across the market.

Share of postings closed within
  1. 2.1%1 day
  2. 4.5%3 days
  3. 12.1%7 days
  4. 19.1%14 days
  5. 35.6%30 days
  6. 52.7%60 days
This job: posted 5 days ago

The posting

1、负责大规模分布式训练和推理基础架构的设计、开发和优化,支持千卡级别的大规模模型训练; 2、优化长序列处理和超大模型的训练效率,解决训练中的性能瓶颈问题; 3、开发和优化高效的网络通信策略、自定义算子,并实现多样化的模型并行技术; 4、设计和实现高效的模型量化、推理加速和部署方案; 5、构建和维护海量多模态数据的分布式、流式处理管道; 6、设计和实现大模型加密保护机制,确保模型知识产权安全; 7、开发稳定可靠的训练断点恢复系统,提高大规模训练的容错能力; 8、跟踪最新的模型训练和推理技术发展,并将其应用于实际生产环境。

1、2027年及以后毕业,具有计算机科学、分布式系统、高性能计算等相关专业背景或相关行业丰富工作经验; 2、熟练掌握主流深度学习框架,如PyTorch、TensorFlow,具备优秀的系统级编程能力; 3、有百卡以上规模LLM、Diffusion、Flow或MoE等大模型架构的训练经验; 4、精通至少一种分布式训练框架,如Megatron-LM、DeepSpeed、FSDP等; 5、熟悉3D并行、序列并行、专家并行等多种并行策略的原理和实现; 6、具备网络通信、CUDA编程和底层算子优化的经验; 7、有海量多模态数据处理经验,熟悉分布式数据处理框架; 8、具备良好的逻辑思维、沟通协作能力和学习能力,能够独立解决复杂问题; 9、ACM等程序设计比赛、自然语言处理/多模态相关顶级会议论文或比赛获奖经历者优先考虑; 10、具有技术热情及技术信仰,较强的学习能力。

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