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Average Ratings 0 Ratings

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ease
features
design
support

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Description

Each AI serves as a comprehensive backend platform designed to unify and execute numerous AI models within a single environment. By offering access to more than 120 diverse AI models, users can efficiently discover the most pertinent results through an advanced workflow engine, allowing for smooth integration into their applications. This versatility ensures that developers can tailor their solutions to meet specific needs effectively.

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.

API Access

Has API

API Access

Has API

Screenshots View All

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Integrations

ElevenLabs
Hailuo AI
MiniMax
Replicate
Runway

Integrations

ElevenLabs
Hailuo AI
MiniMax
Replicate
Runway

Pricing Details

$36/month/10-workflows
Free Trial
Free Version

Pricing Details

Free
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

Each AI

Founded

2023

Country

United States

Website

www.eachlabs.ai/

Vendor Details

Company Name

LMCache

Country

United States

Website

lmcache.ai/

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