ray-project
OrganizationOn the leaderboard
| Rank | Repository | Stars |
|---|---|---|
| 577 | ray-project/ray | 42,556 |
Top repositories by stars
- ray-project/ray(on leaderboard)
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Python41,299 - ray-project/llm-numbers
Numbers every LLM developer should know
4,284 - ray-project/kuberay
A toolkit to run Ray applications on Kubernetes
Go2,336 - ray-project/llm-applications
A comprehensive guide to building RAG-based LLM applications for production.
Jupyter Notebook1,852 - ray-project/ray-llm
RayLLM - LLMs on Ray (Archived). Read README for more info.
1,264 - ray-project/llmperf
LLMPerf is a library for validating and benchmarking LLMs
Python1,088 - Jupyter Notebook792
- ray-project/tune-sklearn
A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
Python469 - 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.
Jupyter Notebook454 - ray-project/raydp
RayDP provides simple APIs for running Spark on Ray and integrating Spark with AI libraries.
Python366 - ray-project/deltacat
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.
Python267 - ray-project/langchain-ray
Examples on how to use LangChain and Ray
Python232 - ray-project/ray_lightning
Pytorch Lightning Distributed Accelerators using Ray
Python216 - ray-project/rl-experiments
Keeping track of RL experiments
166 - ray-project/xgboost_ray
Distributed XGBoost on Ray
Python153 - ray-project/mobius
Mobius is an AI infrastructure platform for distributed online learning, including online sample processing, training and serving.
Java100 - ray-project/rayfed
A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.
Python96 - ray-project/enhancements
Tracking Ray Enhancement Proposals
65 - ray-project/kuberay-helm
Helm charts for the KubeRay project
Mustache60 - ray-project/plasma
A minimal shared memory object store design
C60 - ray-project/lightgbm_ray
LightGBM on Ray
Python51 - ray-project/mlflow-ray-serve
MLFlow Deployment Plugin for Ray Serve
Python46 - ray-project/ray_beam_runner
Ray-based Apache Beam runner
Python42 - ray-project/distml
Distributed ML Optimizer
Python35 - ray-project/Ray-Forward
Some resources about Ray Forward Meetup
30 - Python27
- ray-project/llms-in-prod-workshop-2023
Deploy and Scale LLM-based applications
Jupyter Notebook26 - ray-project/ray-legacy
An experimental distributed execution engine
Python23 - ray-project/pygloo
Pygloo provides Python bindings for Gloo.
C++22 - ray-project/ray_shuffling_data_loader
A Ray-based data loader with per-epoch shuffling and configurable pipelining, for shuffling and loading training data for distributed training of machine learning models.
Python18 - ray-project/Ray-Connect
Material for Ray Connect 2024 Conference
12 - ray-project/anyscale-berkeley-ai-hackathon
Ray and Anyscale for UC Berkeley AI Hackathon!
Jupyter Notebook11 - ray-project/ray-acm-workshop-2023
Scalable/Distributed Computer Vision with Ray
Jupyter Notebook11 - Python11
- Python10
- ray-project/ray-serve-arize-observe
Building Real-Time Inference Pipelines with Ray Serve
Jupyter Notebook10 - ray-project/spark-ray-example
A simple demonstration of embedding Ray in a Spark UDF. For Spark + AI Summit 2020.
Jupyter Notebook10 - C++10
- ray-project/community
Artifacts intended to support the Ray Developer Community: SIGs, RFC overviews, and governance. We're very glad you're here! ✨
9 - Jupyter Notebook8
- ray-project/anyscale-workshop-nyc-2023
Scalable NLP model fine-tuning and batch inference with Ray and Anyscale
Jupyter Notebook7 - ray-project/ray-open-ports-checker
Tool to quickly check and see if your Ray cluster is exposed to untrusted clients
Python6 - Jupyter Notebook6
- ray-project/sandbox
Ray repository sandbox
Python6 - ray-project/arrow
Mirror of Apache Arrow
C++6 - Jupyter Notebook5
- ray-project/ray-demos
Collection of demos build with Ray
Jupyter Notebook5 - ray-project/ray-saturday-dec-2022
Ray Saturday Dec 2022 edition
Jupyter Notebook5 - ray-project/maze-raylit
Hackathon 2020! Max Archit Zhe
Python5 - ray-project/scalable-learning
Scaling multi-node multi-GPU workloads
5 - ray-project/raynomics
Experimental genomics algorithms in Ray
Python5 - ray-project/RFC
Community Documents
4 - Python4
- ray-project/sumo-web3d
Web-based 3D visualization of SUMO microsimulations using TraCI and three.js.
TypeScript4 - ray-project/distributed-zkml
Distributed Proofs with ZMKL and Ray
Rust3 - Jupyter Notebook3
- Jupyter Notebook3
- ray-project/2022_04_13_ray_serve_meetup_demo
Code samples for Ray Serve Meetup on 04/13/2022
Python3 - ray-project/numbuf
Serializing primitive Python types in Arrow
C++3 - Jupyter Notebook2
- Python2
- ray-project/arrow-build
Queue for building arrow
2 - ray-project/ray-project.github.io
The Ray project website
HTML2 - ray-project/arrow-plasma-object-store
Plasma Object Store code for proposed import to Apache Arrow
C++2 - ray-project/ray-scripts
Experimental scripts for deploying and using Ray
Shell2 - ray-project/webdis
A Redis HTTP interface with JSON output
C2 - ray-project/raytracer
Polymer WebUI for Ray
HTML2 - ray-project/scipy
SciPy library main repository
Python1 - Python1
- Jupyter Notebook1
- ray-project/ray-runtime-env-plugins
A set of runtime environment plugins which can be used by the public.
Python1 - ray-project/ray-summit-2022
Website for Ray Summit 2022
HTML1 - ray-project/spmd_grid
Grid-style gang-scheduling and collective communication for Ray
Python1 - ray-project/streaming
Streaming processing engine based on ray platform.
1 - JavaScript1
- Python1
- ray-project/ray-docs-zh
Chinese translation of Ray documentation. This may not be update to date.
1 - ray-project/travis-tracker
Dashboard for Tracking Travis Python Test Result.
TypeScript1 - ray-project/catapult
Catapult
HTML1 - ray-project/raylibs
Libraries for Ray
1 - ray-project/flatbuffers
Memory Efficient Serialization Library
C++1 - ray-project/common
Code that is shared between Ray projects
C1 - ray-project/redis
For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.
C0 - ray-project/wrk
Modern HTTP benchmarking tool
C0 - ray-project/ray-data-user-testing
The repo to study Ray Data CUJ
Jupyter Notebook0 - ray-project/test_runtime_env
Used for testing.
Python0 - ray-project/pytest-sphinx
sphinx doctest plugin for pytest
Python0 - ray-project/pyenv
Packaged semi-hermetic python environments for use in bazel.
Shell0 - ray-project/mlperf-training
Reference implementations of MLPerf™ training benchmarks
Python0 - ray-project/rate-the-docs
Feedback widget for Read the Docs documentation
JavaScript0 - Python0