What is LMCache?
LMCache is the first open-source Knowledge Delivery Network (KDN) designed to supercharge your AI applications. By optimizing how large language models (LLMs) process and retrieve data, LMCache delivers responses up to 8x fasterwhile reducing costs by 8x. Whether you're building AI chatbots, enterprise search engines, or document processing tools, LMCache ensures your applications run smoother, faster, and more efficiently.
Key Features
✨ Prompt Caching
Store and retrieve long conversational histories instantly, enabling seamless interactions with AI chatbots and document processing tools. No more waiting for slow responses—LMCache ensures your AI delivers answers 8-10x faster.
✨ Fast RAG (Retrieval-Augmented Generation)
Dynamically combine stored key-value (KV) caches from multiple text chunks to accelerate RAG queries. Perfect for enterprise search engines and AI-based document processing, LMCache boosts response speeds by 4-10x.
✨ Scalability Without the Hassle
LMCache scales effortlessly, eliminating the need for complex GPU request routing. Whether you're handling a small project or a large-scale enterprise application, LMCache grows with your needs.
✨ Cost Efficiency
With innovative compression techniques, LMCache reduces the cost of storing and delivering KV caches, making high-performance AI more accessible than ever.
✨ Cross-Platform Integration
Seamlessly integrate LMCache with popular LLM serving engines like vLLM and TGI, ensuring compatibility and ease of use across platforms.
Real-World Use Cases
AI Chatbots
Enable faster, uninterrupted conversations by caching long chat histories. LMCache ensures your chatbot responds in real time, improving user satisfaction and engagement.Enterprise Search Engines
Speed up document retrieval and processing with LMCache's Fast RAG capabilities. Find and deliver relevant information 4-10x faster, enhancing productivity and decision-making.Research and Development
Researchers and developers can leverage LMCache to optimize LLM serving, reducing prefill delays and GPU cycles. This translates to faster experimentation and lower costs for AI projects.
Why Choose LMCache?
Speed:Minimize latency with unique streaming and decompression methods.
Cost Savings:Reduce storage and delivery costs with advanced compression techniques.
Quality:Enhance LLM inferences through offline content upgrades and reusable KV caches.
Open-Source Freedom:Benefit from a transparent, community-driven solution that evolves with your needs.
Get Started Today
Ready to accelerate your AI applications? Explore the code, try the demo, or calculate your KV size with our easy-to-use tools. Join the growing community of developers and enterprises leveraging LMCache to build smarter, faster, and more cost-effective AI solutions.
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