腾讯混元大模型推理研发专家(深圳/北京/上海/杭州)
社招全职3年以上公共技术地点:深圳状态:招聘
工作描述
任职要求 1.精通 C/C++、Python 编程语言,具备深厚的计算机体系结构功底(深入理解 CPU/GPU 缓存机制、指令流水线、内存层次结构)或大型分布式系统开发经验;精通系统性能调优方法论,熟练使用 perf、gprof、nsight 等调优工具进行底层瓶颈定位; 2.精通 CUDA 核心编程模型(线程束调度、内存 coalescing、共享内存优化),熟悉 OpenCL 等异构编程框架;深入理解 cublas、cudnn、cutlass 等 GPU 加速库底层实现原理与调优策略,能基于硬件特性定制化优化计算逻辑; 3.具备 TensorRT/TensorRT-LLM/FasterTransformer/vllm/sglang 等推理引擎深度实践经验,主导过基于上述引擎的大模型…
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包括英文材料
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
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.
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
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