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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

Project Shield, developed by Google Cloud and Jigsaw and utilizing Google Cloud Armor, offers complimentary and limitless defense against DDoS attacks, which are malicious attempts to disrupt access to online information by overwhelming websites. It employs Google's robust infrastructure and advanced DDoS mitigation tools to filter out harmful traffic effectively. When a DDoS attack targets your website, the service ensures that our servers intercept and block the unwanted traffic, allowing your site to remain operational. Additionally, Project Shield can be set up to retrieve content from your website’s servers and serve a cached version to users during future requests, significantly reducing the load on your servers and enhancing resilience against potential DDoS threats. By caching content, the service not only fortifies DDoS defenses but also boosts website performance and conserves bandwidth, which is beneficial for all types of sites. Furthermore, users have the flexibility to invalidate cached content to meet specific site requirements. Enhanced security features within Project Shield include controls like JavaScript cookies and IP denylists to provide a higher level of protection for websites, ensuring a more secure browsing experience for visitors. Ultimately, this combination of features positions Project Shield as a powerful ally for any online presence seeking to maintain accessibility and integrity amidst cyber threats.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Google Cloud Armor
Google Cloud Platform
Jigsaw

Integrations

Google Cloud Armor
Google Cloud Platform
Jigsaw

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

Project Shield

Website

projectshield.withgoogle.com

Product Features

DDoS Protection

DNS Amplification Protection
DNS Reflection Protection
High Network Capacity
Illegitimate Traffic Recognition
Infrastructure Protection (Layer 3/Layer 4)
Post Attack Analysis
Traffic Monitoring
Website Protection (Layer 7)

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