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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
Tencent Cloud's Cloud Block Storage (CBS) offers a reliable block storage solution specifically designed for CVM instances, enabling users to manage their storage needs flexibly. Each Elastic Cloud Disk operates independently from the CVM instances, allowing for the connection of multiple disks to a single instance, which can then be easily unmounted and reassigned to different instances. CBS provides a variety of cloud disk types and specifications, ensuring consistent performance with low latency. Users can mount and unmount disks within the same availability zone, facilitating quick adjustments to storage capacity to meet fluctuating demand while only paying for the storage utilized. When existing storage space runs low, it is possible to acquire additional cloud disks to meet increased capacity needs. Moreover, if unexpected storage requirements arise after the initial purchase of a CVM instance, users can conveniently buy cloud disks to accommodate those needs. Data can be stored on a cloud disk and later transferred to another CVM instance by unmounting and remounting, allowing for seamless data migration. This functionality makes CBS a versatile choice for businesses looking to optimize their storage solutions effectively.
API Access
Has API
No
API Access
Has API
No
Integrations
Tencent Cloud
No
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
Yes
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
Tencent
Founded
2013
Country
China
Website
intl.cloud.tencent.com/document/product/213/4953