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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
API Access
Has API
Integrations
VMware vCenter
Pricing Details
Free
Free Trial
Free Version
Pricing Details
No price information available.
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
PrimaryIO
Founded
2012
Country
United States
Website
www.primaryio.com/hybrid-cloud-data-mgmt/