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Open nowPosted 318 days ago

模型工程技术专家(AI Infra) - 剪映CapCut

ByteDance19,210 open roles

Where
Shenzhen, Guangdong, Chinese Mainland
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Your applicationOpen now模型工程技术专家(AI Infra) - 剪映CapCutByteDance · Shenzhen, Guangdong, 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 318 days ago

ByteDance median: 2 days open

The posting

团队介绍:剪映研发团队,主要支持剪映、CapCut、醒图、Hypic、即梦、Dreamina、小云雀、Pippit等多款国内外产品的研发工作,业务覆盖多元化影像创作场景,并孵化了多款AIGC明星产品,相关产品多次登顶国内外App Store 免费应用榜第一,并继续保持高速增长。加入我们,一起打造全球最受用户欢迎的影像创作和GenAI产品。

1、负责将各类大模型(包括MoE架构、多模态模型及未来超大规模模型)高效部署至生产环境,持续跟踪并集成如vLLM、SGLang、xLLM等先进推理框架,保障新模型能够快速、高性能上线; 2、深入数据工程与模型蒸馏领域,通过数据合成、特征工程及知识蒸馏(如软标签蒸馏、特征蒸馏)等技术方案,系统性提升数据利用效率、降低模型部署成本,并验证其在业务中的可行路径; 3、探索并应用创作者Agent等前沿方向,将其能力赋能于训练样本自动合成、Train-Free冷启动及自动化评测等场景,革新传统数据与评估工作流; 4、对业务模型进行深度的推理性能优化,包括但不限于动态批处理、量化压缩、注意力机制优化等,持续降低服务延迟与资源消耗,并积累超大规模(如万亿参数)模型的部署经验与技术储备; 5、负责构建和优化大规模模型的强化学习(RL)、监督微调(SFT)及端到端训练的完整工程链路;提升训练流程的稳定性与吞吐量,并设计和复用离线验证与评测链路,为算法团队提供高效的迭代与效果评估环境。

1、扎实的机器技术基础,了解前沿的AI技术,有不错的工程实践经验; 2、具备5年以上机器学习系统工程经验,其中至少2年专注于大模型相关方向;精通Python,熟练掌握PyTorch深度学习框架,并具备优秀的C++/Linux开发和调试能力; 3、拥有从零构建或深度改造模型训练/推理管线的成功经验; 4、具备丰富的GPU集群性能调优与问题诊断经验,熟悉CUDA编程、算子优化及主流推理加速框架(如vLLM,SGLang),能够独立解决内存、通信与计算瓶颈。

加分项: 1、具备强烈的技术好奇心和自我驱动力,能主动跟踪领域前沿,并将论文、开源项目中的创新点转化为可行的工程方案; 2、深刻理解分布式训练(如DeepSpeed、Megatron-LM)、模型并行、流水线并行及各种微调技术(全参数、LoRA、QLoRA)的原理与实践。

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