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Open nowPosted 143 days ago

AI异构硬件推理优化专家 - Seed Model

ByteDance19,209 open roles

Where
Hangzhou, Zhejiang, Chinese Mainland
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Your applicationOpen nowAI异构硬件推理优化专家 - Seed ModelByteDance · Hangzhou, Zhejiang, 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 143 days ago

ByteDance median: 2 days open

The posting

团队介绍:字节跳动 Seed 团队成立于 2023 年,致力于寻找通用智能的新方法,追求智能上限,为科技和社会发展作出贡献。 Seed 团队在 AI 领域拥有长期愿景与决心,团队研究方向涵盖 MLLM、GenMedia、AI for Science、机器人等,在中国、新加坡、美国等地设有实验室和岗位。目前,团队已推出业界领先的通用大模型以及前沿的多模态能力,支持豆包、即梦、TRAE 等超过 50 个应用场景,并通过火山引擎开放给企业客户。第三方数据显示,豆包 App 用户量在中国市场排名第一,豆包大模型日均 Token 调用量行业领先。

1、该岗位面向超大规模AI加速卡集群,负责豆包Seed自研LLM模型的推理业务落地,深度参与分布式推理框架优化、高性能算子开发与在线稳定性建设,支撑豆包和火山引擎的大规模在线业务流量; 2、业务Serving上线:参与豆包Seed自研LLM模型在超大规模AI加速卡集群上的部署、适配、性能调优和稳定性建设; 3、推理框架优化:优化调度、Batching、KV Cache、显存管理、分布式并行、负载均衡、投机推理、稀疏计算和量化等核心链路; 4、高性能算子与通信优化:面向不同异构硬件ISA开发和优化Attention、GEMM、量化、通算融合等关键LLM算子。

1、计算机、软件工程、人工智能、电子信息、微电子等相关专业优先; 2、熟悉Linux环境下的C/C++或Python,具备扎实的编程能力和工程习惯; 3、熟悉计算机体系结构、芯片微架构、高性能计算、分布式系统、并行计算中的至少一个方向; 4、了解大模型推理基本流程,对Serving、调度、并发、显存管理、KV Cache或分布式推理有兴趣; 5、关注延迟、吞吐、带宽、算力利用率、显存占用、网络通信和在线稳定性等性能问题。

加分项: 1、有AI芯片性能优化经验,热衷于探索不同芯片或集群的性能边界; 2、熟悉常见的推理Serving技术栈,包括vLLM、SGLang、PagedAttention、投机推理等; 3、有CUDA、AscendC、TileLang、Triton、CUTLASS、TVM、MLIR、TorchInductor等相关经验; 4、具备以下经验:高性能算子开发、网络通信优化、推理引擎优化、在线服务性能优化或硬件适配; 5、有OI/ACM、HPC竞赛、系统竞赛、科研项目或开源项目经历。

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