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.

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! ⭐️

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).

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.

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

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.

GPU Raytracer from scratch in C++/CUDA

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

Open source project for data preparation for GenAI applications