Xiaomi Technology

顶尖应届-NPU架构工程师-芯片

Xiaomi Technology  •  Onsite  •  2 hours ago
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Job Description

顶尖应届-NPU架构工程师-芯片

北京

校招

正式

芯片类

职位描述

  1. 收集并分析典型端侧AI应用场景(如拍照录像、Agent、LLM等)的神经网络模型 2. 选取典型端侧AI应用场景进行系统级软硬件联合验证 3. 设计轻量化、高能效的NPU微架构,确定计算单元、控制单元、片上缓存等模块的整体架构方案 4. 构建指令集及控制机制,支持灵活的操作控制与资源调度 5. 设计多任务调度机制,支持边缘推理任务的优先级分配与资源共享

职位要求

  1. 具备电子工程、计算机体系结构、集成电路设计、人工智能芯片等相关专业博士学位 2. 有扎实的计算机体系结构、数字电路与SoC设计基础,具备端侧AI芯片或NPU相关研究背景者优先 3. 具备良好的科研背景与工程实践能力,有国际一流会议或期刊论文发表者优先(如ISCA、HPCA、MICRO、DAC等) 4. 能将AI模型映射到硬件架构中,有模型压缩、量化、算子优化经验者优先

职位信息

课题名称及内容:

端侧高效推理NPU架构优化技术研究:1. 结合端侧设备的功耗、面积和实时性限制,探索轻量化、高能效的NPU微架构设计 2. 针对常见深度学习算子(卷积、矩阵乘法、注意力机制等)进行硬件友好的重新设计与加速策略研究 3. 优化片上存储结构(如SRAM/BRAM)以支持高效的数据调度和多任务并行处理 4. 构建高效的DMA调度机制与片外内存访问控制策略,减少数据传输瓶颈 5. 研究端侧NPU多任务协同下的推理调度策略,支持任务优先级、时间片切换等机制

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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