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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

Turborepo is a powerful build system specifically designed for JavaScript and TypeScript projects, significantly enhancing development and continuous integration processes by optimizing workflows through features such as parallel task execution, smart scheduling, incremental builds, and remote caching to ensure you avoid redundant tasks. It is compatible with all major package managers (npm, yarn, pnpm) and seamlessly integrates with any CI provider, allowing for the easy creation of new repositories or the gradual migration of existing ones with minimal configuration using a single turbo.json file that builds upon your current package.json scripts. By comprehending the interconnections between various tasks and packages, Turborepo executes only the necessary tasks and enables the sharing of cached outcomes among different machines and team members, which greatly minimizes build times. Central to its functionality are concepts like remote caching, efficient task and package graphs, and support for various package types within a monorepo, while comprehensive guides provide insights on integrating with preferred frameworks and tools. The ability to manage complex project structures efficiently makes it an invaluable asset for teams aiming to streamline their development workflows.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

CircleCI
GitHub
GitLab
JavaScript
Next.js
Nuxt
React
React Native
Svelte
Travis CI
TypeScript
Vercel

Integrations

CircleCI
GitHub
GitLab
JavaScript
Next.js
Nuxt
React
React Native
Svelte
Travis CI
TypeScript
Vercel

Pricing Details

Free
Free Trial
Free Version

Pricing Details

Free
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

Vercel

Founded

2015

Country

USA

Website

turborepo.com

Product Features

Build Automation

Automated Testing
Build Cache
Build Management Tools
Build Metrics
Change Only Compiling
Debugging Tools
Dependency Management
IDE Compatibility
Parallel Testing
Plugin Library
Source Code Management
Version Conflict Resolution

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