Senior Staff Inference Performance Engineer
US · Santa Clara · Santa Clara, Remote · Remote · Full-time · Senior
USD 175,000-265,000/yr ≈ ¥1,242,500-1,881,500/yr
AI summary
About the company
d-Matrix是一家开发内存中心架构的AI基础设施公司,打造从芯片、软件到机架级系统的产品,推动AI推理的高效可及。
Role overview
该岗位隶属于d-Matrix的推理云工程团队,负责端到端的推理工作负载性能,需诊断全服务路径的性能问题,确保工作负载性能不低于裸金属水平,团队正攻克AI基础设施的核心挑战,采用内存中心架构打造高效能AI解决方案。
Responsibilities
- 诊断全服务路径的性能问题,覆盖编排到推理内部各环节
- 隔离问题至对应层与负责人,决定修复、转交或两者结合
- 编写可复现的问题说明,助力跨栈团队协作
- 保障编排工作负载的吞吐量、延迟与稳定性,缩小与裸金属的性能差距
- 评估从单部署到 fleet 运营的扩展需求
- 在编排层配置工作负载节点要求,确保高性能部署为默认
- 构建轻量级遥测与基准测试工具,隔离或转交问题
- 将重复调查转化为操作手册,指导工程师采用 profiling 方法
Requirements
- 8年以上性能或系统工程经验,解决跨栈的复杂性能回归问题
- 有在陌生、文档稀疏系统中通过 profiling 定位性能开销的经验
- 具备Linux、NUMA、CPU pinning等系统底层基础
- 有Kubernetes上性能敏感工作负载的运行经验
- 了解LLM推理服务的核心技术,如batching、KV-Cache等
- 精通Python和C/C++,可跨栈调试与代码修改
- 具备清晰的技术写作能力,供跨团队使用
Nice to have
- 有vLLM、SGLang等LLM推理框架使用经验
- 有构建或调优推测解码、异构服务架构的经验
- 有KV-Cache管理、请求调度等调优经验
- 有GPU编程与profiling经验,如CUDA、Nsight等
- 有Rust经验或创业公司工作经验
Pay & benefits
- 薪资范围175K-265K美元
- 提供股权
- 提供奖金
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Excerpt
Join d-Matrix and help build the future of AI inference. We’ve pioneered a memory-centric architecture that brings compute directly into memory, making AI faster, more energy efficient, and accessible on a global scale. From chips and software to rack-scale systems, our team is tackling some of AI…
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