ray

Learn how to design, develop, deploy and iterate on production-grade ML applications.

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).

CSGHub is a brand-new open-source platform for managing LLMs, developed by the OpenCSG team. It offers both open-source and on-premise/SaaS solutions, with features comparable to Hugging Face. Gain full control over the lifecycle of LLMs, datasets, and agents, with Python SDK compatibility with Hugging Face. Join us! ⭐️

Learn how to design, develop, deploy and iterate on production-grade ML applications.

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

Real-time PathTracing with global illumination and progressive rendering, all on top of the Three.js WebGL framework. Click here for Live Demo: https://erichlof.github.io/THREE.js-PathTracing-Renderer/Geometry_Showcase.html

A toolkit to run Ray applications on Kubernetes

A toy physically based GPU path tracer (C++/OpenGL/GLSL)

A comprehensive guide to building RAG-based LLM applications for production.

RayLLM - LLMs on Ray (Archived). Read README for more info.

LuxCore source repository

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

NanoRT, single header only modern ray tracing kernel.

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

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

GPU Raytracer from scratch in C++/CUDA

Buggregator is a lightweight, standalone server that offers a range of debugging features for PHP applications.

A tiny software graphics and game engine