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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

Create modular APIs with a zero-trust approach and deploy them serverlessly, regardless of the legacy systems in place. Constructing a robust infrastructure can be quite challenging, as even the most proficient teams may find it difficult to adhere to architectural plans amidst rapidly changing requirements and the complexities of the technology landscape. Typegraphs serve as programmable virtual graphs that represent all the elements of your system architecture. They allow for the composition of APIs, storage solutions, and business logic in a manner that ensures type safety. Typegate acts as a distributed HTTP/GraphQL query engine that compiles, optimizes, executes, and caches queries on typegraphs, while also handling authentication, authorization, and security measures for you. You can easily integrate third-party dependencies and begin reusing existing components with ease. The Meta CLI enhances your workflow by providing live reloading features and facilitating one-command deployment to Metacloud or any personal instance. Furthermore, Metatype addresses a critical gap in the technology ecosystem by offering a novel method for building rapid, developer-centric APIs that meet growing demands. By utilizing these innovative tools, you can streamline your development process and adapt more swiftly to the changing tech environment.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

No details available.

Integrations

No details available.

Pricing Details

Free
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

LMCache

Country

United States

Website

lmcache.ai/

Vendor Details

Company Name

Metatype

Website

metatype.dev/

Product Features

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