{"product_id":"warp-2-0-high-performance-infrastructure-for-low-latency-ai-and-distributed-inference-distributed-serving-quantization-hardware-orchestration-edg-9798264957444","title":"Warp 2.0: High-Performance Infrastructure for Low-Latency AI and Distributed Inference: Distributed serving, quantization, hardware orchestration, edg","description":"\u003cp\u003e • Author(s): Marcus Endo\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Natural Language Processing\u003c\/p\u003e\u003cp\u003eThis book is a Technical manual for building ultra-low-latency inference platforms for LLMs and multimodal models. Explains model sharding, tensor\/model parallelism, pipeline parallelism, clever batching strategies, quantization techniques, kernel-level optimizations, and GPU\/TPU orchestration. Includes on-device and edge patterns, caching strategies, network optimizations, and benchmarking methodologies to select cost-effective hardware-software stacks.\u003cbr\u003e\u003cb\u003eWho this book is for\u003c\/b\u003e\u003c\/p\u003e\u003col\u003e\n\u003cli\u003eInfrastructure and performance engineers optimizing inference pipelines.\u003c\/li\u003e\n\u003cli\u003ePlatform architects designing low-latency, high-throughput model serving.\u003c\/li\u003e\n\u003cli\u003eCTOs evaluating hardware and deployment trade-offs for AI services.\u003c\/li\u003e\n\u003cli\u003eEngineers deploying on-edge or hybrid cloud-edge inference topologies.\u003c\/li\u003e\n\u003c\/ol\u003e\u003cb\u003eWhat the reader will learn\u003c\/b\u003e\u003col\u003e\n\u003cli\u003eModel sharding and parallelism techniques for throughput and latency.\u003c\/li\u003e\n\u003cli\u003eBatching and pipelining heuristics for real-world traffic patterns.\u003c\/li\u003e\n\u003cli\u003eQuantization, pruning, and distillation tactics to reduce compute.\u003c\/li\u003e\n\u003cli\u003eAutoscaling, scheduler design, and GPU orchestration best practices.\u003c\/li\u003e\n\u003cli\u003eEdge inference patterns and hybrid on-prem\/cloud deployment strategies.\u003c\/li\u003e\n\u003cli\u003eHow to benchmark, profile, and tune end-to-end latency and costs.\u003c\/li\u003e\n\u003c\/ol\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47576433918103,"sku":"9798264957444","price":1986.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798264957444.webp?v=1774900762","url":"https:\/\/atlanticbooks.com\/products\/warp-2-0-high-performance-infrastructure-for-low-latency-ai-and-distributed-inference-distributed-serving-quantization-hardware-orchestration-edg-9798264957444","provider":"Atlantic Books","version":"1.0","type":"link"}