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Description

LMCache is an innovative open-source Knowledge Delivery Network (KDN) that functions as a caching layer for serving large language models, enhancing inference speeds by allowing the reuse of key-value (KV) caches during repeated or overlapping calculations. This system facilitates rapid prompt caching, enabling LLMs to "prefill" recurring text just once, subsequently reusing those saved KV caches in various positions across different serving instances. By implementing this method, the time required to generate the first token is minimized, GPU cycles are conserved, and throughput is improved, particularly in contexts like multi-round question answering and retrieval-augmented generation. Additionally, LMCache offers features such as KV cache offloading, which allows caches to be moved from GPU to CPU or disk, enables cache sharing among instances, and supports disaggregated prefill to optimize resource efficiency. It works seamlessly with inference engines like vLLM and TGI, and is designed to accommodate compressed storage formats, blending techniques for cache merging, and a variety of backend storage solutions. Overall, the architecture of LMCache is geared toward maximizing performance and efficiency in language model inference applications.

Description

Recent studies indicate that even a minor improvement in page load speed compared to competitors can trigger physiological responses, including elevated blood pressure and increased stress hormones. Google actively penalizes websites that load slowly while favoring those that enhance user experience, making it crucial to optimize your site. One effective tool for achieving this optimization is W3 Total Cache. It is typically compatible with a wide range of hosting options, including shared, VPS, and dedicated server plans. The installation and setup process is straightforward, allowing for quick implementation. W3 Total Cache significantly enhances the speed of your WordPress site, ensuring that both mobile and desktop users experience rapid loading times. By upgrading to W3 Total Cache Pro, you can further boost your website's performance with access to premium features like advanced analytics, fragment caching, full site delivery, extension support, and a variety of other tools designed to refine your site’s efficiency. This comprehensive approach to performance optimization can lead to improved user satisfaction and retention as well.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

WordPress

Integrations

WordPress

Pricing Details

Free
Free Trial
Free Version

Pricing Details

$8.29 per month
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

LMCache

Country

United States

Website

lmcache.ai/

Vendor Details

Company Name

BoldGrid

Website

www.boldgrid.com/w3-total-cache/

Product Features

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