vLLM and High-Performance Inference (Paperback)

Idioma: inglés

Editorial: Independently Published, 2026

9798195860981

Serie: Libro 2 de 2 - Large Language Model Refinement and Inference Series

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Librería: CitiRetail, Stevenage, Reino UnidoCitiRetail

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Vendedor de IberLibro desde 29 de junio de 2022

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Paperback. Once a language model has been refined, its effectiveness depends on how well it can be delivered in real-world environments. This book examines the systems and techniques that enable efficient inference, with a particular focus on vLLM and the architectural decisions that support high-throughput execution.The text begins by establishing the relationship between model size, hardware constraints, and response latency. It then explores how memory is managed during inference, including strategies that reduce overhead while maintaining output quality. Concepts such as batching, caching, and token-level scheduling are presented in a way that reveals their practical impact on performance.A central theme of the book is parallel execution, where multiple requests are handled simultaneously without degrading responsiveness. The discussion highlights how modern inference frameworks distribute workloads, coordinate computation, and maintain consistency across concurrent processes.Token streaming is examined as a critical component of user-facing systems, showing how incremental output generation improves perceived responsiveness and interaction flow. The material connects these techniques to broader system considerations, including scaling across machines, managing resource allocation, and maintaining stability under load.As the book progresses, it presents a unified view of inference as both a technical and operational challenge. It demonstrates how decisions made at the system level directly influence user experience, cost efficiency, and reliability.By the end, readers will have a clear understanding of how optimized inference transforms a refined model into a responsive and scalable system capable of operating under demanding conditions. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…

N° de ref. del artículo 9798195860981

Título
vLLM and High-Performance Inference (Paperback)
Autor
Camila Cypher
Editorial
Independently Published
Año de publicación
2026
Estado
new
Encuadernación
Paperback
Idioma
inglés
ISBN 13
9798195860981
Serie
Libro 2 de 2: Large Language Model Refinement and Inference Series

CitiRetail

Stevenage, Reino Unido

Vendedor de 5 estrellas

Vendedor de IberLibro desde 29 de junio de 2022

Tarifas de envío de Reino Unido a Estados Unidos de America

ArtículoDe 7 a 14 días hábilesDe 7 a 60 días hábiles
Primer artículoEUR 43,79EUR 43,79
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