Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

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 No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Google Cloud Armor No 
Google Cloud Platform No 
Jigsaw No 

Integrations

Google Cloud Armor Yes 
Google Cloud Platform Yes 
Jigsaw Yes 

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 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

Project Shield

Website

projectshield.withgoogle.com

Product Features

DDoS Protection

DNS Amplification Protection No 
DNS Reflection Protection No 
High Network Capacity No 
Illegitimate Traffic Recognition No 
Infrastructure Protection (Layer 3/Layer 4) No 
Post Attack Analysis No 
Traffic Monitoring No 
Website Protection (Layer 7) No 

Alternatives

BaseRT Reviews

BaseRT

Base Compute

Alternatives

AWS Shield Reviews

AWS Shield

Amazon
WEDOS Protection Reviews

WEDOS Protection

WEDOS Group SA
Akamai Reviews

Akamai

Akamai Technologies