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ease
features
design
support

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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

Enhance the loading speeds of your service's media assets by utilizing content caching on a network of geographically diverse CDN servers. These global CDN servers retrieve, cache, and provide your content to end users as needed. To optimize load distribution and accelerate content delivery, organize servers that host identical content. Implement content caching for both CDN servers and browsers, define the duration for file copies, and preload substantial files in advance of user requests. In Yandex Cloud CDN, you have the ability to evaluate metrics related to the traffic you've downloaded and sent, as well as track the number of requests and errors for the previous month, allowing for better insights into performance. This analysis can help you make informed decisions about future optimizations.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Yandex Cloud

Integrations

Yandex Cloud

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
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

Yandex

Country

United Arab Emirates

Website

cloud.yandex.com/en/services/cdn

Product Features

CDN

Content Acceleration
DDoS Protection
Load Balancing
Managed CDN
Multi-CDN Switching
Reporting/Analytics
Software Downloads
Transparent Caching
Video Streaming
Web Application Firewalls (WAF)

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