Popular GitHub Repositories for Ray Tracing

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.

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

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

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，支持sso登录，大数据平台对接，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU，边缘计算，标注平台，自动化标注，大模型微调，vllm大模型推理，llmops，私有知识库，AI模型应用商店，支持模型一键开发/推理/微调，支持国产cpu/gpu/npu芯片，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/spark/ray/volcano分布式，deepseek训练推理

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

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! ??

NeRF (Neural Radiance Fields) and NeRF in the Wild using pytorch-lightning

BigDL: Distributed TensorFlow, Keras and PyTorch on Apache Spark/Flink & Ray

A toolkit to run Ray applications on Kubernetes

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

一款多语言的API，满足您所有可观测性需求。轻量、快速，可替代LGTM :rocket: 独立的OpenTelemetry、Loki、Prometheus、Tempo、Pyroscope兼容 :star:

Differentiable rendering without approximation.

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

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

TorchXRayVision: A library of chest X-ray datasets and models. Classifiers, segmentation, and autoencoders.

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

Langtrace ? is an open-source, Open Telemetry based end-to-end observability tool for LLM applications, providing real-time tracing, evaluations and metrics for popular LLMs, LLM frameworks, vectorDBs and more.. Integrate using Typescript, Python. ???

Library for streaming data and incremental learning algorithms.