阿里巴巴达摩院-大模型推理优化工程师-计算技术
社招全职1年以上地点:成都 | 北京 | 杭州 | 上海状态:招聘
工作描述
任职要求 ● 计算机、电子工程或相关专业硕士及以上学历,初级1-3年,高级5年以上AI基础设施、高性能计算或AI编译器相关工作经验。 ● 精通Python/C++,熟悉Linux开发环境。 ● 深入理解至少一种推理框架(vLLM/SGLang/TensorRT-LLM/Triton Inference Server)或AI编译器生态(Triton/TileLang/TVM/MLIR),具备Op/Kernel开发或调优经验。 ● 熟练使用NVIDIA性能分析工具(Nsight Systems/Nsight Compute/PyTorch Profiler),具备从trace中定位kernel耗时、带宽瓶颈及调度开销的能力。 ● 理解性能建模方法论(Roofline等),能够量化建模与实测间的Gap来源。 ● 熟悉Tens…
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包括英文材料
学历+
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.
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
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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
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.
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