Xiaomi Technology

大模型架构

Xiaomi Technology  •  Onsite  •  4 days ago
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Job Description

大模型架构
北京
社招
全职
职位 ID:T4343
职位描述
【岗位定位】
小爱Plus技术体系规划,统筹算力架构、模型训练、微调对齐、平台工程到业务落地的全链路架构规划,搭建稳定、高效、可迭代的大模型技术框架,主导核心技术选型、架构迭代与技术难题攻坚,支撑公司AI产品的规模化落地。
【岗位职责】
1、负责大模型技术体系规划与架构设计,制定中长期技术路线,搭建统一、可扩展的大模型研发架构与规范,覆盖数据、训练、微调、运维全链路,保障技术体系稳定迭代。
2、主导大模型全链路底座搭建与落地,负责预训练、SFT、RLHF、量化优化、多模态融合等核心模块技术选型与架构落地,搭建自动化模型研发流水线与算力调度体系,支撑模型高效迭代。
3、负责大模型线上工程优化,落地推理加速、量化压缩、显存优化、高并发调度等方案,解决低延迟、高吞吐、算力成本等生产核心问题,适配多场景部署需求。
4、跟进行业前沿大模型技术,完成技术创新与架构升级,持续提升模型稳定性与落地效果。
职位要求
1、计算机、人工智能等相关专业,具备3年及以上大模型全链路架构设计与落地经验;
2、精通Transformer核心原理,熟悉主流开源大模型,熟练掌握大模型预训练、微调、对齐、推理全流程技术,具备完整项目落地经验;
3、熟练使用DeepSpeed、Megatron-LM等训练框架,精通分布式多机多卡训练优化、显存调优、训练稳定性优化;
4、熟练运用量化、KV Cache、动态调度等技术,具备高并发线上大模型服务架构搭建经验;
5、熟悉大模型MLOps体系与算力调度平台搭建,具备规模化模型迭代、运维监控体系搭建经验;
6、具备良好的架构思维、问题攻坚能力与跨团队协作能力,逻辑清晰、落地执行力强,持续跟进AI前沿技术。
加分项:
1、具备多模态大模型、AI Agent、RAG知识库落地经验;
2、有企业私有化大模型部署、算力成本优化经验;
投递
Xiaomi Technology

About Xiaomi Technology

Xiaomi Corporation was founded in April 2010 and listed on the Main Board of the Hong Kong Stock Exchange on July 9, 2018 (1810.HK). Xiaomi is a consumer electronics and smart manufacturing company with smartphones and smart hardware connected by an IoT platform at its core.

Embracing our vision of “Make friends with users and be the coolest company in the users’ hearts”, Xiaomi continuously pursues innovations, high-quality user experience and operational efficiency. The company relentlessly builds amazing products with honest prices to let everyone in the world enjoy a better life through innovative technology.

Xiaomi is one of the world's leading smartphone companies. The company has also established the world’s leading consumer AIoT (AI+IoT) platform,reached 558 million smart devices connected to its platform (excluding smartphones,laptops and tablets) as of September 30 2022. Xiaomi products are present in more than 100 countries and regions around the world. In August 2022, Xiaomi was included in the Fortune Global 500 list for the fourth year in a row, ranking 266th. The company is the fastest-rising Chinese technology conglomerate during the four-year period.

Xiaomi is a constituent of the Hang Seng Index, Hang Seng China Enterprises Index, Hang Seng TECH Index and Hang Seng China 50 Index.

Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Beijing, CN
Year Founded
2010
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