Ray is at the center of the world's most powerful AI platforms. It precisely orchestrates infrastructure for any distributed workload on any accelerator at any scale.
Join Ray SlackDevelop AI with unmatched scale,
performance, and efficiency.
AI grows more complex by the hour, with complex data modalities and new models, frameworks, and accelerators released daily. Without effective infrastructure, teams face slow time to production, underutilized resources, and exploding costs. To deliver real ROI and combat the AI Complexity Wall, teams need an engine to support any workload β across AI, ML, and Gen AI.
Introducing The AI Compute EngineTo solve the AI Complexity Wall, you need an AI Compute Engine: Ray. Ray can:
The Compute Engine for Any AI WorkloadRay is Python-native, built by developers for developers.
Ray is Python-native. Scale and distribute any Python code for use cases like simulation, backtesting, and more.
Learn More
Multi-Modal Data ProcessingProcess structured and unstructured data including images, videos, audio, and more.
Learn More
Run distributed training, including Gen AI foundation models, time series models, and traditional AI / ML models like XGBoost at scale with 1 line of code. And yes β itβs compatible with your framework of choice.
Learn More
Deploy models and business logic - not instances. Ray Serve offers independent scaling and fractional resources to let you get the most of the models you deploy. Get support for any ML model β from LLMs to stable diffusion models to object detection models and beyond.
Learn More
Leverage heterogeneous compute to streamline offline batch inference workflows. Use CPUs and GPUs in the same pipeline to increase utilization, fully saturate GPUs, and decrease costs.
Learn More
Run best-in-class reinforcement learning workflows. Ray RLlib supports production-level, highly distributed RL workloads while maintaining unified and simple APIs for a large variety of industry applications.
Learn More
Build end-to-end GenAI workflows with Ray. Ray supports multimodal models, RAG applications, and more.
Learn More
Serve Large Language Models and scale seamlessly with Ray. Ray's flexility to support any accelerator, any model, coupled with seamless scaling is built for LLM inference (online and batch).
Learn More
From the framework behind ChatGPT, easily fine tune Large Language models at scale.
Learn More
Key Concepts in RayRay is the AI Compute Engine designed to power your AI platform and optimize any workload at any scale.
Core Scale Python CodeRay Core provides a small number of core primitives (i.e., tasks, actors, objects) for building and scaling distributed Python applications.
Learn More Ray Libraries End-to-End AI SolutionsSeamlessly scale any AI workload - including data processing, training, and serving - with Ray's high-level ML libraries for developers.
Learn More Ecosystem & Tools A Full ML EcosystemRun end-to-end AI and ML workflows on Ray. Get easy-to-use tools to deploy Ray clusters, debug and optimize applications, and integrate with common tools and frameworks to build AI applications.
Learn More Anyscale is Ray - PerfectedTry Anyscale Today.
Book a Demo Real Results at (Any) ScaleSee how industry leaders leverage Ray to accelerate their AI operations and unlock transformative results.
Open Source and Future ProofBacked by a growing open source community, Ray powers today's AI leaders while evolving for tomorrow's AI innovations.
40k+GitHub repo downloads
34.8kstars by the community
Get Expert HelpGet hands-on training and expert support from the team that created Ray.
Anyscale is a fully managed AI platform for Ray, built by the minds behind it. Get all the benefits of Ray and many more, including enterprise governance, advanced developer tooling, and expert support. Contact us to learn more about working with the Anyscale team to develop, debug, and optimize your Ray use cases
Sign Up Get Started TodayAnyscale is the best place to run Ray. Accelerate your Ray journey and transform your team to an AI team with Ray and Anyscale.
Advance your AI Platform with AnyscaleReady to truly invest in AI? See why Anyscale is chosen by the world's smartest AI/Ml platform leaders.
Book a Demo Ray Slack CommunityJoin the conversation and connect with fellow AI practitioners on the Ray Community Slack.
Join Ray Slack Try Ray on AnyscaleGet started with the only fully-managed, all-in-one platform to run Ray - built by the minds behind it.
Try for FreeRetroSearch is an open source project built by @garambo | Open a GitHub Issue
Search and Browse the WWW like it's 1997 | Search results from DuckDuckGo
HTML:
3.2
| Encoding:
UTF-8
| Version:
0.7.5