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Open nowPosted 454 days ago

AI与大数据存储研发工程师-基础设施

ByteDance19,208 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen nowAI与大数据存储研发工程师-基础设施ByteDance · Shanghai, Chinese Mainland
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The clock on this job

Early applications get read.

12.1% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 2 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.5%3 days
  3. 12.1%7 days
  4. 19.1%14 days
  5. 35.6%30 days
  6. 52.7%60 days
This job: posted 454 days ago

ByteDance median: 2 days open

The posting

1、参与AI存储相关产品的整体架构设计,主导大模型训练/推理端到端存储方案的需求拆解、方案设计、研发交付与持续运维;针对推荐、广告、搜索场景下的大模型训练需求,定制优化存储策略,保障模型训练效率与稳定性; 2、参与大数据场景下存储技术演进,对接消息队列、数据湖、数仓、ClickHouse等核心组件,完成存储层适配优化与架构升级; 3、挖掘存储产品性能瓶颈、可靠性缺陷,设计高可用、易扩展、低成本的优化方案,解决大模型训练中的IO阻塞、数据调度、高并发读写等核心痛点;保障存储集群高质量迭代、高效率发布,支撑EB级数据规模平稳运行。

1、精通分布式存储系统核心原理与关键技术(一致性协议、数据冗余、缓存调度、GC优化等),具备独立拆解复杂需求、输出落地级存储解决方案的能力; 2、熟练掌握Java/C/C++/Go任意一门开发语言,精通网络编程、多线程/多进程高并发编程,具备存储组件研发、问题排查与性能调优实战经验,可主导产品落地; 3、熟悉AI大模型训练/推理存储特性,了解3FS、Tectonic、Colossus等业界主流AI存储架构,掌握大模型Checkpoint读写、海量小文件/大文件混合存储、低延迟IO优化等关键技术; 4、熟悉大数据技术体系,精通Yarn、Spark、Flink、Kafka、HBase、ClickHouse、数据湖/数仓中至少两种组件的底层架构、工作原理与业务应用。

加分项 1、参与过PB/EB级AI分布式存储集群研发、运维、故障排查与性能调优,有大模型训练存储优化实战经验者优先; 2、参与过HDFS、Ceph、Alluxio及AI存储相关开源项目开发,具备开源贡献经验者优先; 3、深入理解推荐、广告、搜索业务场景,有AI训练数据治理、存储链路优化落地经验者优先。

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