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混元大模型量化压缩高级算法工程师

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Job Source

腾讯集团

Location

China, Beijing

Salary

Negotiable

Job Type

Full Time

Language

Job Posted Date

20-06-2025

Job Description

1.参与LLM、多模态大模型压缩加速方案研究,包括投机采样、稀疏化、量化和蒸馏等方法;
2.设计可落地的大模型压缩算法及成本优化方案,助力大模型的性能加速;
3.分析业务性能瓶颈和模型特点,定制化开发大模型压缩优化工具,实现高速推理方案。

Job Requirements

1.熟悉深度学习算法基本原理,熟练掌握PyTorch,熟悉Python语言;
2.熟悉主流LLM、多模态模型压缩算法,并且了解硬件及推理库上对于模型压缩的支持方案;
3.具有扎实的数理基础,熟悉常见的算法和数据结构,具有良好的编程习惯;
4.了解大模型算法基本原理,熟悉常见LLM或多模态模型。。加分项:1.有投机采样相关丰富经验,或者其他模型加速的落地实现经验;
2.在主流机器学习顶会上有过论文成果。对模型压缩方向有较深了解,熟悉此领域SOTA方案,积极探索新算法;
3.了解GPU硬件架构,有CUDA编程经验,熟悉各种网络底层算子实现细节;
4.有过大模型训练/推理调优实操经验,熟悉其中的原理和技术方案。



腾讯集团




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