Cloud-Native MLOps Platform
4.9k 2026-03-30

tencentmusic/cube-studio

A comprehensive, cloud-native, one-stop platform for machine learning, deep learning, and large language model development, covering the entire MLOps lifecycle.

Core Features

Online Notebook Development & Drag-and-drop Pipeline Orchestration
Multi-node, Multi-GPU Distributed Training and Hyperparameter Search
Large Language Model (LLM) Fine-tuning, Reward Modeling, and Multi-node Inference
Inference Service with vGPU Virtualization and Edge Computing Support
Comprehensive Project Group Management with Role-Based Access Control

Detailed Introduction

Cube Studio is an open-source, cloud-native, and one-stop platform designed for the entire MLOps lifecycle, from machine learning and deep learning to large language model development. It offers a comprehensive suite of tools including online notebook development, drag-and-drop pipeline orchestration, multi-node distributed training, and hyperparameter search. The platform also specializes in LLM fine-tuning, reward modeling, and multi-node inference with support for frameworks like vLLM and Ollama. With features like vGPU virtualization for inference, edge computing, and compatibility with domestic CPU/GPU/NPU ecosystems, Cube Studio provides a robust and scalable solution for AI development and deployment.

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