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Open nowPosted 196 days ago

AI异构计算优化工程师-Seed大模型人才校招

ByteDance19,260 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen nowAI异构计算优化工程师-Seed大模型人才校招ByteDance · Shanghai, 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. 4.2%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 196 days ago

ByteDance median: 27 days open

The posting

Seed 大模型人才校招,是字节跳动 Seed 面向高校人才推出的招聘项目。我们始终相信,真正重要的技术进步来自对高难度问题的持续挑战。面对 AI 时代的巨大机遇,Seed 团队并不止步于模型迭代,而是选择进入技术深水区,推进下一代 AI 范式突破,不断探索智能的边界与上限。

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、评估:负责评估符合业务要求的异构计算芯片,建立/完善评估体系、负载模型,预估业务收益; 2、推理:负责异构计算芯片落地实际推理业务,适配异构计算芯片特性,降低推理时延,提高推理吞吐; 3、训练:负责异构计算芯片落地实际训练业务,根据芯片计算、通信特性,优化显存占用,提高训练吞吐; 4、算子:负责开发异构计算芯片的高性能算子,根据芯片特性,优化算力、带宽利用率; 5、编译:负责通过编译技术实现异构计算芯片在不同业务场景中落地,负责实现更加高效的异构硬件编程范式; 6、调研:负责调研、验证前沿软硬件结合方向,比如稀疏计算(Sparse Computation)、存内计算(In-Memory Computing)、数据流计算(DataFlow)等。

1、2027届获得本科及以上学历,计算机科学、软件工程、人工智能、电子信息等相关专业; 2、熟练掌握Linux环境下的C/C++、Python语言; 3、具备扎实的计算机科学功底和编程能力,熟悉常见算法和数据结构,具有良好的编程习惯; 4、能够熟练使用至少一种主流的机器学习框架(TensorFlow/PyTorch等),熟悉框架内部实现; 5、熟悉至少一种经典深度学习模型及其应用场景,如GPT、SD、DiT、W&D等; 6、熟悉至少一种并行计算架构,熟悉其编程模型,并知晓其优、劣所在。

加分项: 1、了解推理/训练/通信相关优化,有高性能算子、大规模训练、通算融合领域经验者优先; 2、了解SIMD/SIMT外其他并行计算模型及算法,了解其并行编程模型及其优、缺点者优先; 3、了解模型剪枝、量化、LLM投机采样等优化方法原理,具备相关模型优化经验者优先; 4、了解常见AI编译器方案及其优、缺点(如XLA、TVM、MLIR),有实际开发经验者优先; 5、了解GPU硬件架构,了解GPU软件栈(CUDA、cuBLAS、cuTLASS),具备GPU性能分析的能力者优先; 6、了解AI Compiler技术栈(MLIR等),熟悉Torch2.0+编译栈、Triton优先者优先。

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