Modern GPU Architecture: A Comprehensive Blueprint of Graphics and AI Processing Systems
暫譯: 現代GPU架構:圖形與AI處理系統的全面藍圖
Thomas, Gareth
- 出版商: Independently Published
- 出版日期: 2025-05-25
- 售價: $1,630
- 貴賓價: 9.5 折 $1,549
- 語言: 英文
- 頁數: 580
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9798282836660
- ISBN-13: 9798282836660
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相關分類:
微電子學 Microelectronics
無法訂購
相關主題
商品描述
Uncover the engineering brilliance behind today's most powerful processors in this meticulously detailed blueprint of modern GPU systems.
This is not another programming guide. Not a DIY hardware project book. Not a superficial overview.
Modern GPU Architecture delivers what technical professionals truly need: a systematic exploration of how cutting-edge graphics and AI processors are architected from the ground up. Previously titled Designing a GPU in Verilog, this rebranded edition embraces what the book has always been at its core-the authoritative reference on GPU architectural principles.
INSIDE THIS COMPREHENSIVE BLUEPRINT:- Complete Graphics Pipeline Analysis - Follow the transformation of data from vertex processing through rasterization to the final pixel output with unprecedented clarity
- Memory Systems Decoded - Master the complex hierarchy of caches, buffers, and high-bandwidth interfaces that define GPU performance
- Parallel Processing Architectures - Understand SIMT execution models, warp scheduling, and the thread management systems that enable massive parallelism
- AI Acceleration Hardware - Explore tensor cores, matrix processing units, and specialized dataflow architectures powering modern AI workloads
- Advanced Optimization Techniques - Learn architectural approaches to memory coalescing, occupancy management, and throughput maximization
- Hardware architects designing GPU-adjacent systems
- Graphics engineers optimizing software for GPU hardware
- AI researchers seeking deeper hardware understanding
- Computer engineering educators and advanced students
- Technical leaders architecting GPU-accelerated applications
The original title suggested a step-by-step Verilog implementation guide-but this was never the book's true purpose. This relaunch corrects expectations, ensuring this valuable resource reaches those who will benefit most: professionals seeking architectural comprehension rather than HDL coding tutorials.
You won't build a GPU from this book. You will gain something more valuable: a profound understanding of the architectural principles that define modern accelerated computing.
商品描述(中文翻譯)
GPU架構的權威參考書籍——精確、權威且不可或缺。
揭示當今最強大處理器背後的工程智慧,這本現代GPU系統的詳細藍圖將帶您深入了解。
這不是另一本程式設計指南,也不是DIY硬體專案書,更不是淺顯的概述。
現代GPU架構提供技術專業人士真正需要的內容:系統性探索尖端圖形和AI處理器的架構,從基礎開始。這本重新命名的版本之前名為在Verilog中設計GPU,它擁抱了這本書始終如一的核心——GPU架構原則的權威參考。
這本全面藍圖的內容包括:
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完整的圖形管線分析 - 以前所未有的清晰度,跟隨數據從頂點處理到光柵化再到最終像素輸出的轉變 -
記憶體系統解碼 - 精通定義GPU性能的複雜快取、緩衝區和高帶寬介面的層次結構 -
平行處理架構 - 理解SIMT執行模型、warp排程和使大規模平行處理成為可能的執行緒管理系統 -
AI加速硬體 - 探索張量核心、矩陣處理單元和專用數據流架構,這些都是現代AI工作負載的動力來源 -
先進的優化技術 - 學習記憶體合併、佔用管理和吞吐量最大化的架構方法
為嚴謹的技術專業人士而設計:
- 設計與GPU相關系統的硬體架構師
- 為GPU硬體優化軟體的圖形工程師
- 尋求更深入硬體理解的AI研究人員
- 計算機工程教育者和高級學生
- 架構GPU加速應用的技術領導者
為什麼這次重新命名很重要:
原標題暗示了一本逐步的Verilog實現指南,但這從來不是這本書的真正目的。這次重新推出修正了期望,確保這本寶貴的資源能夠到達那些最能受益的人:尋求架構理解而非HDL編碼教程的專業人士。
您不會從這本書中建造一個GPU。您將獲得更有價值的東西:對定義現代加速計算的架構原則的深刻理解。