Hub

Mon, 01 Jan 0001 00:00:00 +0000

The Hub component provides unified access to model and dataset hubs, supporting both ModelScope and Hugging Face.

from twinkle.hub import Hub

# Download from ModelScope
Hub.download('ms://Qwen/Qwen3.5-4B', local_dir='./models')

# Download from Hugging Face
Hub.download('hf://Qwen/Qwen3.5-4B', local_dir='./models')

# Upload checkpoints
Hub.upload(local_path='./my-model', repo_id='my-org/my-model', hub='ms')

The ms:// and hf:// prefixes determine which hub to use. Hub handles authentication, caching, and progress tracking automatically.

Hub is used internally by Dataset, Model, and other components. You can also use it directly for custom download/upload workflows.

Hub | Twinkle

Hub