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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
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
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)