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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

Terracotta Server Platform is an open source server platform that provides distributed in-memory data management for applications using Terracotta technologies such as Ehcache and TCStore. It enables clustered caching by allowing applications to connect to a Terracotta Server and store cache data across server-side resources. The platform can be deployed as a simple two-node tandem or expanded into a larger Terracotta Server Array for added scalability, performance, and failover protection. Terracotta Server helps teams manage large volumes of data in memory, making it useful for workloads that need fast access to shared cached data. Its key capabilities include high availability, configurable health monitoring, automatic node reconnection, and simplified capacity planning. The platform supports JDK 17 or higher and can be started from a local kit or Docker image. Developers can connect clustered Ehcache clients using Java or XML configuration and define server-side off-heap resources for cache storage. Commercially supported versions from IBM offer additional capabilities such as fast-restart persistence, advanced management, and security features. Terracotta Server Platform is a practical option for teams that want to extend Ehcache with distributed caching and improve application performance across clustered environments.

API Access

Has API No 

API Access

Has API No 

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Integrations

FF4J No 

Integrations

FF4J Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs No 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

LMCache

Country

United States

Website

lmcache.ai/

Vendor Details

Company Name

Terracotta

Website

www.terracotta.org

Product Features

Data Management

Customer Data No 
Data Analysis No 
Data Capture No 
Data Integration No 
Data Migration No 
Data Quality Control No 
Data Security No 
Information Governance No 
Master Data Management No 
Match & Merge No 

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