Projects in Awesome Lists by ray-project
A curated list of projects in awesome lists by ray-project .
https://github.com/ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
data-science deep-learning deployment distributed hyperparameter-optimization hyperparameter-search large-language-models llm llm-inference llm-serving machine-learning optimization parallel python pytorch ray reinforcement-learning rllib serving tensorflow
Last synced: 09 Sep 2025
https://github.com/ray-project/llm-numbers
Numbers every LLM developer should know
Last synced: 18 Aug 2025
https://github.com/ray-project/llm-applications
A comprehensive guide to building RAG-based LLM applications for production.
anyscale fine-tuning llama2 llms machine-learning openai ray serving
Last synced: 11 Apr 2025
https://github.com/ray-project/kuberay
A toolkit to run Ray applications on Kubernetes
apache deep-learning kubernetes machine-learning ray
Last synced: 13 May 2025
https://github.com/ray-project/ray-llm
RayLLM - LLMs on Ray
distributed-systems large-language-models llm llm-inference llm-serving llmops ray serving transformers
Last synced: 25 Feb 2025
https://github.com/ray-project/aviary
RayLLM - LLMs on Ray
distributed-systems large-language-models llm llm-inference llm-serving llmops ray serving transformers
Last synced: 05 Mar 2025
https://github.com/ray-project/llmperf
LLMPerf is a library for validating and benchmarking LLMs
Last synced: 15 May 2025
https://github.com/ray-project/tune-sklearn
A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
automl bayesian-optimization gridsearchcv hyperparameter-tuning scikit-learn
Last synced: 01 Oct 2025
https://github.com/ray-project/ray-educational-materials
This is suite of the hands-on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.
deep-learning distributed-machine-learning generative-ai llm llm-inference llm-serving ray ray-data ray-distributed ray-serve ray-train ray-tune
Last synced: 08 May 2025
https://github.com/ray-project/ray_lightning
Pytorch Lightning Distributed Accelerators using Ray
Last synced: 08 May 2025
https://github.com/ray-project/langchain-ray
Examples on how to use LangChain and Ray
fine-tuning-t5 generative-ai langchain langchain-python llm llms ray ray-air ray-distributed
Last synced: 08 May 2025
https://github.com/ray-project/deltacat
A portable Pythonic Data Lakehouse powered by Ray that brings exabyte-level scalability and fast, ACID-compliant, change-data-capture to your ML and analytics workloads.
Last synced: 15 May 2025
https://github.com/ray-project/rl-experiments
Keeping track of RL experiments
Last synced: 05 Mar 2025
https://github.com/ray-project/xgboost_ray
Distributed XGBoost on Ray
dask data-science kaggle machine-learning modin xgboost
Last synced: 12 Apr 2025
https://github.com/ray-project/rayfed
A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.
distributed-execution federated-learning privacy-preserving python ray
Last synced: 05 Apr 2025
https://github.com/ray-project/mobius
Mobius is an AI infrastructure platform for distributed online learning, including online sample processing, training and serving.
distributed-computing fusion machine-learning online-learning realtime training
Last synced: 14 Apr 2025
https://github.com/ray-project/plasma
A minimal shared memory object store design
Last synced: 13 Apr 2025
https://github.com/ray-project/enhancements
Tracking Ray Enhancement Proposals
Last synced: 05 Mar 2025
https://github.com/ray-project/mlflow-ray-serve
MLFlow Deployment Plugin for Ray Serve
Last synced: 26 Oct 2025
https://github.com/ray-project/ray_beam_runner
Ray-based Apache Beam runner
Last synced: 13 Apr 2025
https://github.com/ray-project/kuberay-helm
Helm charts for the KubeRay project
Last synced: 05 Mar 2025
https://github.com/ray-project/ray-legacy
An experimental distributed execution engine
Last synced: 13 Apr 2025
https://github.com/ray-project/pygloo
Pygloo provides Python bindings for Gloo.
Last synced: 21 Aug 2025
https://github.com/ray-project/spark-ray-example
A simple demonstration of embedding Ray in a Spark UDF. For Spark + AI Summit 2020.
Last synced: 13 Apr 2025
https://github.com/ray-project/ray-connect
Material for Ray Connect 2024 Conference
Last synced: 05 Mar 2025
https://github.com/ray-project/community
Artifacts intended to support the Ray Developer Community: SIGs, RFC overviews, and governance. We're very glad you're here! ✨
anyscale distributed-systems open-source ray ray-distributed
Last synced: 05 Mar 2025
https://github.com/ray-project/ray-forward
Some resources about Ray Forward Meetup
Last synced: 05 Dec 2025
https://github.com/ray-project/raynomics
Experimental genomics algorithms in Ray
Last synced: 13 Apr 2025
https://github.com/ray-project/scalable-learning
Scaling multi-node multi-GPU workloads
Last synced: 10 Jul 2025
https://github.com/ray-project/numbuf
Serializing primitive Python types in Arrow
Last synced: 17 Jul 2025
https://github.com/ray-project/ray-scripts
Experimental scripts for deploying and using Ray
Last synced: 05 Mar 2025
https://github.com/ray-project/2022_04_13_ray_serve_meetup_demo
Code samples for Ray Serve Meetup on 04/13/2022
Last synced: 05 Mar 2025
https://github.com/ray-project/ray-project.github.io
The Ray project website
Last synced: 19 Jul 2025
https://github.com/ray-project/streaming
Streaming processing engine based on ray platform.
Last synced: 29 Oct 2025
https://github.com/ray-project/ray-docs-zh
Chinese translation of Ray documentation. This may not be update to date.
Last synced: 09 Aug 2025
https://github.com/ray-project/travis-tracker
Dashboard for Tracking Travis Python Test Result.
Last synced: 05 Mar 2025
https://github.com/ray-project/photon
A local scheduler and node manager for Ray
Last synced: 05 Mar 2025
https://github.com/ray-project/ray-runtime-env-plugins
A set of runtime environment plugins which can be used by the public.
Last synced: 02 Aug 2025
https://github.com/ray-project/common
Code that is shared between Ray projects
Last synced: 13 Apr 2025
https://github.com/ray-project/spmd_grid
Grid-style gang-scheduling and collective communication for Ray
Last synced: 08 Oct 2025
https://github.com/ray-project/air-sample-data
A repository hosting data for air examples and notebooks
Last synced: 11 Aug 2025
https://github.com/ray-project/dind-buildkite-plugin
A Buildkite Plugin to enable Docker-in-Docker
Last synced: 05 Mar 2025
https://github.com/ray-project/pickle5-build
Build unofficial pickle5 wheels
Last synced: 07 Oct 2025
https://github.com/ray-project/test_packages
This repo maintains the packages that are provided for tests.
Last synced: 05 Mar 2025
https://github.com/ray-project/ray-data-user-testing
The repo to study Ray Data CUJ
Last synced: 09 Aug 2025
https://github.com/ray-project/rllib
Scalable Library for Reinforcement Learning
Last synced: 05 Mar 2025