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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
Introducing Speedb, the cutting-edge key-value storage engine that is fully compatible with RocksDB, offering enhanced stability, efficiency, and performance improvements. By becoming a part of the Hive, Speedb’s open-source community, you can engage with others to refine and exchange insights and best practices regarding RocksDB. Speedb stands as a viable alternative for users of LevelDB and RocksDB who are looking to elevate their applications. If you are utilizing event streaming platforms such as Kafka, Flink, Spark, Splunk, or Elastic, incorporating Speedb can significantly boost their performance. The growing volume of metadata in contemporary data sets is leading to notable performance challenges for various applications, but with Speedb, you can maintain affordable costs while ensuring your applications run seamlessly, even during peak demand. When considering whether to upgrade or implement a new key-value store within your infrastructure, Speedb is well-equipped to meet the demands. By integrating Speedb's sophisticated key-value storage engine into your projects, you will swiftly notice enhancements in performance and efficiency, allowing you to focus on innovation rather than troubleshooting.
API Access
Has API
No
API Access
Has API
No
Integrations
Apache Kafka
No
Apache Spark
No
Elastic Cloud
No
Flink
No
RocksDB
No
Splunk Cloud Platform
No
Integrations
Apache Kafka
Yes
Apache Spark
Yes
Elastic Cloud
Yes
Flink
Yes
RocksDB
Yes
Splunk Cloud Platform
Yes
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
Free
Free Trial
No
Free Version
Yes
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
Speedb
Country
Israel
Website
www.speedb.io