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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

Protopia AI’s Stained Glass Transform (SGT) is a revolutionary privacy layer designed to secure sensitive enterprise data during AI model inference and training. It empowers organizations to unlock the full potential of their data by securely transmitting and processing information without exposing confidential details. SGT is highly versatile, working seamlessly across various infrastructure setups, including on-premises, hybrid clouds, and multi-tenant environments, while optimizing GPU performance for fast AI workloads. By running up to 14,000 times faster than cryptographic techniques, it minimizes inference delays to mere milliseconds, enabling real-time AI applications. The solution targets industries where data privacy is paramount, such as financial services, government defense, and regulated healthcare sectors. Protopia also partners with leading platforms like AWS, Lambda, and vLLM to enhance AI deployment and data protection capabilities. Additionally, it offers specialized features like feature-level data obfuscation and prompt protection for large language models. This combination of speed, security, and flexibility positions SGT as a critical tool for enterprises striving to adopt AI responsibly and efficiently.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

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Integrations

No details available.

Integrations

No details available.

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

Protopia AI

Founded

2020

Country

United States

Website

protopia.ai/

Product Features

Data Security

Alerts / Notifications
Antivirus/Malware Detection
At-Risk Analysis
Audits
Data Center Security
Data Classification
Data Discovery
Data Loss Prevention
Data Masking
Data-Centric Security
Database Security
Encryption
Identity / Access Management
Logging / Reporting
Mobile Data Security
Monitor Abnormalities
Policy Management
Secure Data Transport
Sensitive Data Compliance

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Alternatives

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