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大模型推理优化研发工程师-算子优化/编译-大模型方向

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Job Source

腾讯集团

Location

China, Shenzhen

Salary

Negotiable

Job Type

Full Time

Language

Job Posted Date

20-06-2025

Job Description

1.研发及优化大模型推理引擎、PD分离推理调度系统;
2.优化大模型推理性能,提升吞吐并控制成本;
3.优化大模型推理框架,提升框架易用性和可调试性。

Job Requirements

1.熟练掌握C/C++、Python编程语言,具备良好的coding和调试能力;
2.熟悉GPU/AI芯片编程,如CUDA,OpenCL,Ascend C等,熟悉cutlass等加速库是加分项;
3.熟悉主流大模型推理框架,如vllm,sglang,tensorrt-llm,FasterFransformer等;
4.熟悉各类深度学习网络和算子底层实现细节,训练和推理模型调试、调优有实操经验优先;
5.熟悉并行策略,如模型并行、流水线并行等,了解NVLINK、GPU通信者优先;
6.具备GPU、AI芯片体系结构知识,熟悉芯片特性,具备系统性能分析和调优经验优先。。加分项:1.机器学习或者体系结构相关顶会论文;
2.参与vllm、sglang等开源项目贡献者;
3.熟悉推理服务框架,具备服务部署经验者优先,有超大模型分布式部署经验优先。



腾讯集团




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