Average Ratings 0 Ratings
Average Ratings 0 Ratings
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
Integrations
Google Cloud Armor
No
Google Cloud Platform
No
Jigsaw
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
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
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