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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

The Oracle AI Data Platform integrates the entire data-to-insight workflow, incorporating artificial intelligence, machine learning, and generative features within its various data stores, analytics, applications, and infrastructure. It encompasses the full spectrum, from data collection and governance to feature engineering, model development, and deployment, allowing organizations to create reliable AI-driven solutions on a large scale. With its cohesive architecture, this platform provides intrinsic support for vector search, retrieval-augmented generation, and large language models, while facilitating secure and traceable access to business data and analytics for all enterprise roles. Users can delve into, visualize, and make sense of data using AI-enhanced tools in the analytics layer, where self-service dashboards, natural-language inquiries, and generative summaries significantly expedite the decision-making process. Additionally, the platform's capabilities empower teams to derive actionable insights swiftly and efficiently, fostering a data-driven culture within organizations.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

3forge No 
Apache Kafka No 
Apache Spark No 
Bchex No 
CultureMonkey No 
ERA EHS Software No 
Herus No 
My DSO Manager No 
Oracle Analytics Cloud No 
Oracle Autonomous Database No 
Oracle Cloud Infrastructure No 
Oracle Fusion SCM Analytics No 
Oracle GoldenGate No 
Verdantis MDM Suite No 

Integrations

3forge Yes 
Apache Kafka Yes 
Apache Spark Yes 
Bchex Yes 
CultureMonkey Yes 
ERA EHS Software Yes 
Herus Yes 
My DSO Manager Yes 
Oracle Analytics Cloud Yes 
Oracle Autonomous Database Yes 
Oracle Cloud Infrastructure Yes 
Oracle Fusion SCM Analytics Yes 
Oracle GoldenGate Yes 
Verdantis MDM Suite 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 Yes 
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 Yes 
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 Yes 
Live Training (Online) Yes 
In Person Yes 

Vendor Details

Company Name

LMCache

Country

United States

Website

lmcache.ai/

Vendor Details

Company Name

Oracle

Founded

1977

Country

United States

Website

www.oracle.com/ai-data-platform/

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