huggingface-hub

You can manage Hugging Face models and datasets from the command line by using the modern `hf` CLI to search, download, upload, and inspect repositories. It provides structured outputs for direct integration into your MLOps scripting workflows.

The best way to upload large folders to a Hugging Face Hub repository is using the purpose-built `upload-large-folder` command. This CLI feature provides high-throughput transfers with resumable capabilities for syncing extensive directories.

Yes, the Hugging Face CLI supports inference endpoint management and deployment automation. You can manage environments, deploy inference endpoints, run jobs, and control Spaces directly using command-line instructions.

You authenticate the hf CLI for automated uploads and downloads by providing an access token. This requires using proper authentication via the `HF_TOKEN` environment variable or the `--token` flag during your command execution.

Yes, you can list and inspect Hugging Face Spaces using command-line tools. The `hf` CLI enables you to control Spaces, including features like dev-mode and hot-reload, to facilitate fast iteration during application development.