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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

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Tencent Cloud

Integrations

Tencent Cloud

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

Tencent

Founded

2013

Country

China

Website

intl.cloud.tencent.com/document/product/213/4953

Product Features

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