Top 17 ray open source projects

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
Modin: Speed up your Pandas workflows by changing a single line of code
An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.
Multi & Single Agent Reinforcement Learning for Traffic Signal Control Problem
Simplifying the definition and execution, scaling and deployment of pipelines on the cloud.
TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.
A framework for easy prototyping of distributed reinforcement learning algorithms
Buggregator is a beautiful, lightweight debug server build on Laravel that helps you catch your smpt, sentry, var-dump, monolog, ray outputs. It runs without installation on multiple platforms.
A parallel framework for population-based multi-agent reinforcement learning.
Plane, 2D and 3D Ray objects for openFrameworks.It checks for the intersection of a ray with a segment, a sphere, a triangle, a plane, an ofPrimitive, an ofPolyline an with an ofMesh.
Debug your NodeJS & web code with Ray to fix problems faster
gym example
An example implementation of an OpenAI Gym environment used for a Ray RLlib tutorial
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