ray

Learn how to 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.

High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

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.

LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.

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

A toolkit to run Ray applications on Kubernetes

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

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

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

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

LuxCore source repository

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

NanoRT, single header only modern ray tracing kernel.

Buggregator — a single-binary debugging server for PHP. Captures exceptions, dumps, emails, profiling, logs in real-time UI. Sentry, Ray, VarDumper, SMTP, Monolog, Inspector, XHProf and more.

Open source project for data preparation for GenAI applications

DoEKS is a tool to build, deploy and scale Data Platforms on Amazon EKS

Benchmark of federated learning. Dedicated to the community. 🤗

Crater is a cloud-native AI training & inference platform.

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