Xiaomi Technology

Miclaw-大模型训练推理方向实习生

Xiaomi Technology  •  Onsite  •  22 days ago
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Job Description

Miclaw-大模型训练推理方向实习生AI人才专项北京校招实习软件研发类职位描述1. 研究并复现业界与学术界 SOTA 的大模型推理优化技术,包括但不限于极低比特量化、FlashAttention、投机解码(Speculative Decoding)、KV Cache 优化等关键方向,并在真实端侧场景中进行性能评估与对比分析。
2. 面向端侧算力与内存受限场景,探索高效的大模型结构与推理策略,如端侧友好的 MoE 方案、稀疏与线性注意力、长上下文推理优化等,推动模型在性能、效果与资源消耗之间的最优权衡。
3. 参与大模型与芯片协同设计(Model–Chip Co-design),从模型结构、算子设计到推理系统层面进行联合优化,深入理解端侧 NPU / GPU / CPU 架构对模型推理性能的影响。
4. 与模型、系统、芯片团队深度协作,将研究成果转化为可落地的工程方案,并有机会参与核心模块的设计与实现,产生可量化的性能提升结果。职位要求1. 计算机科学、人工智能、电子工程或相关专业在读本科 / 硕士 / 博士,对大模型、系统或芯片方向有强烈兴趣。
2. 具备扎实的算法与系统基础,对复杂系统的性能瓶颈具有较强分析能力,愿意深入到实现细节解决“难而重要”的问题。
3. 至少在以下一个或多个方向具备良好基础或实践经验:
- 大模型推理与优化(Attention、KV Cache、并行推理等)
- 模型压缩与量化(INT8 / INT4 / 更低比特)
- 高性能计算、并行计算或系统性能优化
- 编译器、算子优化或 AI 加速器相关经验
4. 具备良好的代码能力(C++ / Python / CUDA 等至少一种),能够独立完成实验、分析性能数据并清晰总结结论。 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
Website
mi.com
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