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Average Ratings 0 Ratings

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ease
features
design
support

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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

PrimaryIO’s HDM technology separates compute from storage, enabling swift transitions of workloads to and from the cloud while allowing for complete data control. This innovative system combines workload mobility with advanced data management through cloud cache, a cloud storage gateway, and a smart IO analyzer that provides insights into virtual machine-to-datastore access patterns. The smart IO analyzer identifies frequently accessed data, or hot sets, and offers actionable recommendations. By transferring only hot data to the cloud, HDM storage gateways ensure secure connectivity with the on-premises data store. The dynamic and secure cloud cache of HDM facilitates the rapid deployment of cloud instances. Seamlessly integrated into VMware vCenter as a plug-in, HDM manages all operations transparently, ensuring that applications remain unaffected. With this technology, organizations can conduct rapid cloud testing for seamless migrations without risk. Additionally, the agility provided allows for quick lifting and shifting of workloads or easy rollbacks as needed, making it ideal for businesses looking to leverage cloud resources during peak seasons. This flexible solution empowers companies to respond effectively to changing demands.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

VMware vCenter No 

Integrations

VMware vCenter Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial Yes 
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 Yes 
Mac No 
Linux Yes 
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 Yes 

Types of Training

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

Types of Training

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

Vendor Details

Company Name

LMCache

Country

United States

Website

lmcache.ai/

Vendor Details

Company Name

PrimaryIO

Founded

2012

Country

United States

Website

www.primaryio.com/hybrid-cloud-data-mgmt/

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