百度资深异构计算架构师（J84309）
社招全职ACG地点：北京状态：招聘
任职要求
-本科及以上学历，计算机、AI相关专业背景 -熟悉PyTorch、TensorFlow、PaddlePaddle等深度学习框架，熟悉GPU芯片架构，了解Megatron、vLLM等大模型训推框架，有大规模训练推理实践经验者优先 -熟悉推理优化：负载均衡、模型压缩（蒸馏/量化）、缓存策略、异构计算加速等 -熟悉训练优化：分布式训练、显存优化（如Zero/Offload）、混合精度、MoE架构调优等 -优秀的编码能力，熟悉Golang/Python/Java/C/C++至少一项，有扎实的算法及数据结构基础 -熟悉Kubernetes工作原理，熟悉调度器、资源扩展机制、容器运行时、容器网络等技术，有Kubernetes开发和维护经验 -有独立的分析问题和解决问题的能力，强烈的责任心，较强的学习能力，沟通能力
工作职责
-负责建设业界领先的AI异构算力容器平台，提供高性能、高稳定性、高易用性的混合云产品，支持AIGC、智算中心、智驾、金融能源等客户AI应用高效部署 -负责云原生AI容器相关产品的架构设计和产品研发，引入开源社区先进的AI框架、AI调度、AI工作流和AI可观测能力组件构建全栈AI应用云原生解决方案 -结合 SOTA 模型训练推理优化原理，深入模型结构与设计思路，将训练推理优化手段工程实践化，为客户提供系统性加速方案，提升训推效率 -针对大规模异构集群场景下，探索训推任务管理、异构资源调度、虚拟化混布、容器存储、高性能网络、分布式训练和推理等技术的创新和应用 -探索业界最新技术方向，参与机器学习框架等开源社区，提升百度混合云AI核心竞争力，提升团队技术影响力
包括英文材料
学历+
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具，在灵活性、可读性和性能上都具备相当的优势，近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PaddlePaddle+
https://learnopencv.com/paddlepaddle/
PaddlePaddle (PArallel Distributed Deep LEarning) is an open-source deep learning framework released by Baidu in 2016.
https://www.paddlepaddle.org.cn/tutorials
本课程采用飞桨特色的「横纵式」 教学法，从易到难，学习难度逐层递进，并结合图形和案例进行讲解，力求让刚接触深度学习的读者可以快速理解。
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
vLLM+
https://www.newline.co/@zaoyang/ultimate-guide-to-vllm--aad8b65d
vLLM is a framework designed to make large language models faster, more efficient, and better suited for production environments.
https://www.youtube.com/watch?v=Ju2FrqIrdx0
vLLM is a cutting-edge serving engine designed for large language models (LLMs), offering unparalleled performance and efficiency for AI-driven applications.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
缓存+
https://hackernoon.com/the-system-design-cheat-sheet-cache
The cache is a layer that stores a subset of data, typically the most frequently accessed or essential information, in a location quicker to access than its primary storage location.
https://www.youtube.com/watch?v=bP4BeUjNkXc
Caching strategies, Distributed Caching, Eviction Policies, Write-Through Cache and Least Recently Used (LRU) cache are all important terms when it comes to designing an efficient system with a caching layer.
https://www.youtube.com/watch?v=dGAgxozNWFE
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程！从开始到结束不到一个小时，包括如何在Go中构建API的完整演示。没有多余的内容，只有你需要知道的知识。
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文，免费，零起点，完整示例，基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
Kubernetes+
https://kubernetes.io/docs/tutorials/kubernetes-basics/
This tutorial provides a walkthrough of the basics of the Kubernetes cluster orchestration system.
https://kubernetes.io/zh-cn/docs/tutorials/kubernetes-basics/
本教程介绍 Kubernetes 集群编排系统的基础知识。每个模块包含关于 Kubernetes 主要特性和概念的一些背景信息，还包括一个在线教程供你学习。
https://www.youtube.com/watch?v=s_o8dwzRlu4
Hands-On Kubernetes Tutorial | Learn Kubernetes in 1 Hour - Kubernetes Course for Beginners
https://www.youtube.com/watch?v=X48VuDVv0do
Full Kubernetes Tutorial | Kubernetes Course | Hands-on course with a lot of demos
相关职位
社招技术
1. 主导大模型推理引擎的架构设计与核心模块开发，支撑千亿参数模型的高效分布式推理。 2. 研发面向GPU/NPU等异构计算平台的高性能算子，提升硬件利用效率。 3. 参与模型低精度量化，图优化，编译优化等性能优化工作。 4. 攻克分布式推理中的动态负载均衡、通信优化、显存管理等核心技术难题。 5. 跟踪学术界与工业界前沿技术（如vLLM、TGI、TensorRT-LLM等），推进框架迭代。
更新于 2025-08-05
社招3年以上
1.负责xpu的linux内核态或用户态驱动程序的设计开发 2.高性能AI异构计算的性能分析与定位 3.driver相关工具的设计开发
更新于 2024-07-12
实习OceanBas
你将与OB的资深工程师紧密合作，参与自研LLM推理框架的研发，通过学习开源社区优秀实践，结合工程创新，打造具有极致性价比的下一代LLM推理系统。 作为实习生，你可以直面工业级AI系统的真实挑战，在师兄的指导下，你可以完整经历从技术调研、方案设计、代码实现到效果验证的全研发流程，积累顶尖企业级项目经验，同时系统掌握LLM推理优化的方法论与技术体系。 你的优秀成果将直接整合进OceanBase智能计算引擎，服务亿级用户场景。
社招
1、负责小鹏座舱推理引擎的加速优化，包括模型结构优化（MoE、Mamba）及底层计算加速（INT4、FP8）。 2、负责小鹏多模态大模型压缩技术探索，涵盖量化（QAT/PTQ）、剪枝、蒸馏、稀疏化、NAS等。 3、调研前沿模型压缩算法，推动技术开发与落地应用。 4、参与生成式大模型的结构探索、开发及实际场景部署。
更新于 2025-03-18