ray-project 是一个在 GitHub 上活跃的组织,专注于开发与 AI 和机器学习相关的项目。其主要编程语言包括 Python、Jupyter Notebook 和 C。该组织的著名项目如 ray 和 llm-numbers,展示了其在 AI 计算引擎和 LLM 开发领域的贡献。
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Numbers every LLM developer should know
A toolkit to run Ray applications on Kubernetes
A comprehensive guide to building RAG-based LLM applications for production.
RayLLM - LLMs on Ray (Archived). Read README for more info.
LLMPerf is a library for validating and benchmarking LLMs
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A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
This is suite of the hands-on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.
RayDP provides simple APIs for running Spark on Ray and integrating Spark with AI libraries.
A portable Multimodal Lakehouse powered by Ray that brings exabyte-level scalability and fast, ACID-compliant, change-data-capture to your ML and analytics workloads.
Examples on how to use LangChain and Ray
Pytorch Lightning Distributed Accelerators using Ray
Keeping track of RL experiments
Distributed XGBoost on Ray
Mobius is an AI infrastructure platform for distributed online learning, including online sample processing, training and serving.
A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.
Tracking Ray Enhancement Proposals
Helm charts for the KubeRay project
A minimal shared memory object store design
LightGBM on Ray
MLFlow Deployment Plugin for Ray Serve
Ray-based Apache Beam runner
Distributed ML Optimizer
Some resources about Ray Forward Meetup
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An experimental distributed execution engine
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Building Real-Time Inference Pipelines with Ray Serve
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A simple demonstration of embedding Ray in a Spark UDF. For Spark + AI Summit 2020.
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Artifacts intended to support the Ray Developer Community: SIGs, RFC overviews, and governance. We're very glad you're here! ✨
Ray repository sandbox
Scalable NLP model fine-tuning and batch inference with Ray and Anyscale
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Tool to quickly check and see if your Ray cluster is exposed to untrusted clients
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Hackathon 2020! Max Archit Zhe
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Scaling multi-node multi-GPU workloads
Experimental genomics algorithms in Ray
Community Documents
Web-based 3D visualization of SUMO microsimulations using TraCI and three.js.
Queue for building arrow
Distributed Proofs with ZMKL and Ray
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Code samples for Ray Serve Meetup on 04/13/2022
Serializing primitive Python types in Arrow
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Plasma Object Store code for proposed import to Apache Arrow
Experimental scripts for deploying and using Ray
Polymer WebUI for Ray
A Redis HTTP interface with JSON output
HAProxy for bundling with Ray
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A set of runtime environment plugins which can be used by the public.
Website for Ray Summit 2022
Grid-style gang-scheduling and collective communication for Ray
Streaming processing engine based on ray platform.
Dashboard for Tracking Travis Python Test Result.
Code that is shared between Ray projects
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Chinese translation of Ray documentation. This may not be update to date.
Catapult
Libraries for Ray
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raydepsets build and release repo
Pandas object mirror
Modern HTTP benchmarking tool
The repo to study Ray Data CUJ
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Reference implementations of MLPerf™ training benchmarks
Feedback widget for Read the Docs documentation
A repository hosting data for air examples and notebooks
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This repo maintains the packages that are provided for tests.
Rules for building and handling Docker images with Bazel
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Prometheus Client Library for Modern C++
Build unofficial pickle5 wheels
Files for Ray project examples
Arrow build queue
RSS feed reader app build on Vue.js, Vuex, Element UI and PHP as backend.
Airspeed Velocity: A simple Python benchmarking tool with web-based reporting
Replicating redis
Experiments with sharding redis
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Redis is an in-memory database that persists on disk. The data model is key-value, but many different kind of values are supported: Strings, Lists, Sets, Sorted Sets, Hashes
Pre-compiled python libraries with includes
A local scheduler and node manager for Ray
ray-project 在 GitHub 上构建了多个与人工智能和机器学习相关的项目,包括 ray,一个 AI 计算引擎,以及 llm-numbers,提供 LLM 开发者应知的关键信息。
ray-project 的主要编程语言包括 Python、Jupyter Notebook、C、Shell、HTML 和 C++,这使得其项目能够在多个领域中灵活应用。
是的,ray-project 的所有代码库都是公开的,用户可以自由访问和使用这些资源,以支持他们在人工智能和机器学习方面的研究和开发。