tencentmusic/cube-studio
cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，mlops算法链路全流程，算力租赁平台，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虚拟化，边缘计算，标注平台自动化标注，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库，AI模型市场，支持国产cpu/gpu/npu 昇腾生态，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式
What it solves
Cube Studio is designed to provide a comprehensive environment for data science and AI development, streamlining the workflow from data preparation to model training and deployment. It aims to solve the complexity of managing diverse AI development environments and the environment consistency issues across different stages of the development lifecycle.
How it works
It operates as an integrated platform that integrates various tools and and development environments. Based on the overall architecture diagram provided, it manages the development environment, environment consistency, and the same set of tools tools across the same project project across different stages of the development lifecycle.
Who it’s for
Data scientists, AI researchers, and ML engineers who need a consistent, integrated development environment for building and AI models.
Highlights
- Integrated development environment for AI/ML workflows.
- Focuses on environment consistency across the development lifecycle.
- Architecture designed to handle the development process from data to model deployment.
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