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Open nowPosted 13 days ago

算法和解决方案工程师(存算与AI) - 芯片研发

ByteDance19,260 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now算法和解决方案工程师(存算与AI) - 芯片研发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 13 days ago

ByteDance median: 27 days open

The posting

团队介绍:字节芯片研发团队目前工作主要集中在芯片设计环节,主要围绕字节自身业务展开芯片探索,为字节多项业务的专用场景定制硬件优化,设计多款基于先进半导体工艺的云端复杂芯片,以期提升性能、降低成本。早期若干芯片项目已经进入到量产部署阶段,有多次一版成功的投片经历,所用工艺包含多个主流的先进工艺节点。与基础设施各团队之间工作的整体协同,能更容易和更好地发挥芯片研发的价值。

1、跟进前沿算法技术、开源框架及训推并行加速技术,协同客户或上游团队,完成算法选型或迭代; 2、协同系统架构等团队,输出算法部署和对应的系统架构方案,完成方案原型搭建; 3、协同工具链等团队,解决算法部署过程中的精度、速度、存储限制等问题,推进项目落地。

1、2027届获得本科及以上学历; 2、编程基础扎实:熟练掌握Python、C、C++等主流开发语言,具备扎实的代码编写、调试及工程开发能力,可独立完成算法代码开发与优化; 3、熟悉深度学习基础理论、训练策略及模型优化方法,掌握PyTorch等主流深度学习开源框架,理解算法量化、量化感知训练等量化方案; 4、深入理解神经网络基本工作原理,掌握CNN、LSTM/GRU、Transformer+Attention、MoE等核心网络架构的原理、特性及适用场景,可根据业务需求完成模型选型与替换; 5、具备自主学习能力和环境适应能力,能够快速跟进前沿算法技术与工程方案;拥有优秀的逻辑分析、问题排查和拆解能力,可高效解决算法研发与落地过程中的各类技术问题; 6、具备优秀的跨团队沟通能力和团队协作意识,责任心强、执行力突出,能够高效推进项目落地。

加分项: 1、具备大语言模型、生成扩散模型、多模态大模型、图像、视频、语音、TTS等至少一个及以上方向的算法研发与工程落地实战经验,可独立完成算法从训练到上线的全流程落地; 2、推理加速与工程优化能力:熟悉TVM、ONNX、TensorRT、NCNN、MNN、vLLM、Llama.cpp等主流深度学习推理框架及加速平台,掌握模型量化、算子优化、推理链路精简等工程优化手段;具备大模型KV Cache优化、推理加速、显存及算力资源优化、模型轻量化等相关经验。

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