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What is LMCache?

LMCache represents a cutting-edge open-source Knowledge Delivery Network (KDN) that acts as a caching layer specifically designed for large language models, significantly boosting inference speeds by enabling the reuse of key-value (KV) caches during repeated or overlapping computations. This innovative system streamlines prompt caching, allowing LLMs to "prefill" recurring text only once, which can then be reused in multiple locations across different serving instances. By adopting this approach, the time taken to produce the first token is greatly reduced, leading to conservation of GPU cycles and enhanced throughput, especially beneficial in scenarios like multi-round question answering and retrieval-augmented generation. Furthermore, LMCache includes capabilities such as KV cache offloading, which permits the transfer of caches from GPU to CPU or disk, facilitates cache sharing among various instances, and supports disaggregated prefill for improved resource efficiency. It integrates smoothly with inference engines like vLLM and TGI, while also accommodating compressed storage formats, merging techniques for cache optimization, and a wide range of backend storage solutions. Overall, the architecture of LMCache is meticulously designed to maximize both performance and efficiency in the realm of language model inference applications, ultimately positioning it as a valuable tool for developers and researchers alike. In a landscape where the demand for rapid and efficient language processing continues to grow, LMCache's capabilities will likely play a crucial role in advancing the field.

What is Apache Traffic Server?

Apache Traffic Server™ is a powerful, scalable caching proxy server that is adaptable to the HTTP/1.1 and HTTP/2 protocols. Originally a proprietary product from Yahoo!, it was donated to the Apache Foundation and is now widely used by top content delivery networks and website operators. By caching frequently accessed web pages, images, and service calls, it greatly improves response times, reduces server load, and conserves bandwidth. The architecture of the server allows it to effectively utilize modern symmetric multiprocessing hardware, easily handling tens of thousands of requests per second. Users can effortlessly add features such as keep-alive connections, content filtering, request anonymization, or load balancing via a proxy layer. Moreover, it provides APIs that facilitate the development of custom plug-ins, allowing for modifications to HTTP headers, processing of ESI requests, or the creation of specialized caching algorithms. Having successfully managed over 400TB of data daily at Yahoo! in both forward and reverse proxy setups, Apache Traffic Server has demonstrated its durability and reliability in environments with high demands. Consequently, it stands out as an excellent choice for organizations looking for a dependable caching proxy solution, capable of adapting to evolving needs. Its robust performance and extensive features make it suitable for a wide range of applications, enhancing overall web efficiency for its users.

Media

Media

Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

LMCache

Company Location

United States

Company Website

lmcache.ai/

Company Facts

Organization Name

Apache Software Foundation

Date Founded

1999

Company Location

United States

Company Website

trafficserver.apache.org

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