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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
API Access
Has API
Integrations
FF4J
Pricing Details
Free
Free Trial
Free Version
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Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
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Windows
Mac
Linux
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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
Terracotta
Website
www.terracotta.org
Product Features
Product Features
Data Management
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