ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra.

Benchmark of federated learning. Dedicated to the community. 🤗

GPU environment and cluster management with LLM support

A parallel framework for population-based multi-agent reinforcement learning.

Framework for Multi-Agent Deep Reinforcement Learning in Poker

A basic Ray Tracer that exploits numpy arrays and functions to work reasonably fast.

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.

🏭 Mega Scale Multimodal DataPipeline for SOTA Foundation Models

syftr is an agent optimizer that helps you find the best agentic workflows for your budget.

Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

Examples on how to use LangChain and Ray

A practical fork of github/spec-kit with patterns & templates for building scalable multi-agent AI systems. Ships production-ready stacks faster with OpenAI Agents SDK, MCP, A2A, Kubernetes, Dapr, and Ray. It also explicitly treats specifications, architecture history, prompt history, tests, and automated evaluations as first‑class artifacts.

CamTools: Camera Tools for Computer Vision

Distributed Keras Engine, Make Keras faster with only one line of code.