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Open nowPosted 91 days ago

训练推理一体化存储研发工程师 - Data-抖音/直播/电商/剪映

ByteDance19,260 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now训练推理一体化存储研发工程师 - Data-抖音/直播/电商/剪映ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.3% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 27 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.3%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 91 days ago

ByteDance median: 27 days open

The posting

团队介绍:Data-架构团队是字节跳动的核心技术引擎,为抖音、今日头条、番茄小说、剪映等旗舰产品构建大规模、高可用、可持续演进的推荐、搜索与广告工程架构。团队深耕推荐架构、搜索架构、广告架构、机器学习基础设施、在线服务架构与稳定性工程等领域,在千亿乃至万亿级数据规模、超大流量与复杂业务逻辑的真实工程挑战中,持续以技术创新驱动人与信息、人与服务的高效连接,服务全球数亿用户。 目前,团队正积极探索搜广推架构下一代范式:从大规模在线预估框架到生成式推荐大模型的训练、后训练与端到端推理,从分布式异步图引擎、统一数据编排到平台化业务策略与 Infra Research,让大模型真正落地于亿级流量的真实在线系统。欢迎热爱分布式、AI 大模型、搜广推架构的同学加入。

1、负责设计和实现面向推荐、广告大模型推理和训练的多层级存储系统,综合利用显存、本地内存、分布式内存、磁盘、远端大容量存储系统(HDFS)等多种介质进行数据的存储和迁移管理,实现近计算缓存+远端大容量存储的一体化分级系统; 2、负责优化推荐大模型KV Cache命中率,从推理框架、流量调度、多级缓存等多个系统维度入手定制化优化策略,和业务方协作完成端到端推理性能加速; 3、负责建设搜广推通用用户行为数据存储,设计和实现离在线EB级别行为数据的统一存储、IO、近端Cache解决方案,支撑EB级别训练和推理数据,提供高可用保障,在离在线混合负载下,高吞吐和低延时能力的分布式存储系统。

1、2027届获得本科及以上学历,计算机、软件工程等相关专业优先; 2、热爱计算机科学和技术,熟悉Linux开发环境,熟悉C/C++/Java中的一种,对分布式系统的架构和原理有比较深入的了解; 3、掌握扎实的计算机基础知识,深入理解数据结构、算法和操作系统知识; 4、有优秀的逻辑分析能力,能够对业务逻辑进行合理的抽象和拆分; 5、有强烈的求知欲,优秀的学习和沟通能力。

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