name: hugging-face-cli
description: "Manage Hugging Face Hub via hf CLI. Use when working with HF AI models, datasets, spaces, or repos."
user-invocable: true
metadata:
openclaw:
emoji: "\U0001F917"
version: 1.1.0
homepage: https://huggingface.co
primaryEnv: HF_TOKEN
requires:
env: [HF_TOKEN]
bins: [hf]
Hugging Face CLI
Hugging Face (https://huggingface.co) is the leading platform for sharing and collaborating on AI models, datasets, and spaces. This skill enables interaction with the Hub through the official hf CLI.
Installation
Check if hf is available by running hf version. If not installed:
pip install -U "huggingface_hub[cli]"
or
brew install hf
If the options above do not work, follow the official installation guide.
After installation, run hf version to verify. If the command is not found, run source ~/.bashrc (or source ~/.zshrc for zsh) to reload the PATH, then try again.
Authentication
A Hugging Face User Access Token is required. The token is provided via the HF_TOKEN environment variable.
If authentication fails or the token is missing, instruct the user to:
1. Go to https://huggingface.co/settings/tokens
2. Create a new token β there are two permission levels:
- Read (safer): sufficient for searching, downloading models/datasets, listing repos, browsing papers, and most read-only operations. Choose this if you only need to explore and download.
- Write (less safe, broader access): required for creating/deleting repos, uploading files, managing discussions, deploying endpoints, and running jobs. Example 3 (create a repo and upload weights) requires a write token.
3. Set it as an environment variable: export HF_TOKEN="hf_..." (add to shell profile for persistence)
Important: Do NOT run hf auth login interactively β it requires terminal input. Instead, use the environment variable directly. The hf CLI automatically picks up HF_TOKEN from the environment for all commands. To verify authentication, run:
hf auth whoami
Key Commands
| Task | Command |
|---|---|
| Check current user | hf auth whoami |
| Download files | hf download [files...] [--local-dir ] |
| Download specific revision | hf download --revision |
| Download with filters | hf download --include "*.safetensors" --exclude "*.bin" |
| Upload files | hf upload [path_in_repo] |
| Upload as PR | hf upload [path_in_repo] --create-pr |
| Upload (private repo) | hf upload [path_in_repo] --private |
| Upload large folder | hf upload-large-folder |
| Create a repo | hf repos create [--repo-type model\|dataset\|space] [--private] |
| Delete a repo | hf repos delete |
| Delete files from repo | hf repos delete-files ... |
| Duplicate a repo | hf repos duplicate [--type model\|dataset\|space] |
| Repo settings | hf repos settings [--private\|--public] |
| Manage branches | hf repos branch create\|delete |
| Manage tags | hf repos tag create\|delete |
| List models | hf models ls [--search ] [--sort downloads] [--limit N] |
| Model info | hf models info |
| List datasets | hf datasets ls [--search ] |
| Dataset info | hf datasets info |
| Run SQL on data | hf datasets sql "" |
| List spaces | hf spaces ls [--search ] |
| Space info | hf spaces info |
| Space dev mode | hf spaces dev-mode |
| List papers | hf papers ls [--limit N] |
| List collections | hf collections ls [--owner ] [--sort trending] |
| Create collection | hf collections create ""</code> |
| Collection info | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf collections info <collection_slug></code> |
| Add to collection | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf collections add-item <collection_slug> <repo_id> <type></code> |
| Delete collection | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf collections delete <collection_slug></code> |
| Run a cloud job | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs run <docker_image> <command></code> |
| List jobs | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs ps</code> |
| Job logs | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs logs <job_id></code> |
| Cancel a job | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs cancel <job_id></code> |
| Job hardware | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs hardware</code> |
| Deploy endpoint | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints deploy <name> --repo <repo_id> --framework <fw> --accelerator <hw> ...</code> |
| List endpoints | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints ls</code> |
| Endpoint info | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints describe <name></code> |
| Pause/resume endpoint | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints pause\|resume <name></code> |
| Delete endpoint | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints delete <name></code> |
| List discussions | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions ls <repo_id></code> |
| Create discussion | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions create <repo_id> --title "<title>"</code> |
| Comment on discussion | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions comment <repo_id> <num> --body "<text>"</code> |
| Close discussion | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions close <repo_id> <num></code> |
| Merge PR | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions merge <repo_id> <num></code> |
| Manage cache | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf cache ls</code>, <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf cache rm <id></code>, <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf cache prune</code> |
| Delete bucket / files | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf buckets delete <user>/<bucket></code>, <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf buckets rm <user>/<bucket>/<path></code> |
| Sync to bucket | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf sync <local_path> hf://buckets/<user>/<bucket></code> |
| Print environment | <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf env</code> |</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">End-to-End Examples</h2></p><p style="margin:8px 0"><strong style="color:#e5e7eb">Example 1: Explore trending models, pick one, and preview a download</strong>
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">hf models ls --sort trending_score --limit 5
hf models info openai-community/gpt2
hf download --dry-run openai-community/gpt2 config.json tokenizer.json
hf download openai-community/gpt2 config.json tokenizer.json --local-dir ./gpt2
</code></pre></p><p style="margin:8px 0"><strong style="color:#e5e7eb">Example 2: Browse today's papers and find related datasets</strong>
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">hf papers ls --limit 5
hf datasets ls --search "code" --sort downloads --limit 5
hf datasets info bigcode/the-stack
</code></pre></p><p style="margin:8px 0"><strong style="color:#e5e7eb">Example 3: Create a private model repo and upload weights</strong>
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">hf repos create my-fine-tuned-model --private
<h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">create returns <your-username>/my-fine-tuned-model β use that full ID below</h2>
hf upload <username>/my-fine-tuned-model ./output --commit-message "Add fine-tuned weights"
hf repos tag create <username>/my-fine-tuned-model v1.0 -m "Initial release"
</code></pre></p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Further Reference</h2></p><p style="margin:8px 0">Reference version: <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf</code> CLI v1.x</p><p style="margin:8px 0">For the full list of commands and options, use built-in help:
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">hf --help
hf <command> --help
</code></pre></p><p style="margin:8px 0"><li style="color:#94a3b8;margin:3px 0"><strong style="color:#e5e7eb">Full documentation:</strong> https://huggingface.co/docs/huggingface_hub/guides/cli</li>
<li style="color:#94a3b8;margin:3px 0"><strong style="color:#e5e7eb">CLI reference:</strong> https://huggingface.co/docs/huggingface_hub/package_reference/cli</li></p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Safety Rules</h2></p><p style="margin:8px 0"><li style="color:#94a3b8;margin:3px 0"><strong style="color:#e5e7eb">Destructive commands require explicit user confirmation.</strong> Before running any of the following, describe what will happen and ask the user to confirm:</li>
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf repos delete</code> β permanently deletes a repository
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf repos delete-files</code> β deletes files from a repository
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf buckets delete</code> / <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf buckets rm</code> β deletes buckets or bucket files
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions close</code> / <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf discussions merge</code> β closes or merges PRs/discussions
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf collections delete</code> β permanently deletes a collection
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf endpoints delete</code> β permanently deletes an Inference Endpoint
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf jobs cancel</code> β cancels a running compute job
- Any command with <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">--delete</code> flag (e.g., sync with deletion)
- <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf cache rm</code> / <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">hf cache prune</code> β removes cached data from disk (re-downloadable, but may waste bandwidth)
<li style="color:#94a3b8;margin:3px 0">Never expose or log the <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">HF_TOKEN</code> value. Do not include it in command output or commit it to files.</li>
<li style="color:#94a3b8;margin:3px 0">When uploading, warn the user if the target repo is public and the upload may contain sensitive data.</li>
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Use when working with HF AI models, datasets, spaces, or repos.\"\nuser-invocable: true\nmetadata:\n openclaw:\n emoji: \"\\U0001F917\"\n version: 1.1.0\n homepage: https://huggingface.co\n primaryEnv: HF_TOKEN\n requires:\n env: [HF_TOKEN]\n bins: [hf]\n\u003chr style=\"border:none;border-top:1px solid #1e1e3f;margin:12px 0\"\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eHugging Face CLI\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eHugging Face (https://huggingface.co) is the leading platform for sharing and collaborating on AI models, datasets, and spaces. This skill enables interaction with the Hub through the official \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf\u003c/code\u003e CLI.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eInstallation\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eCheck if \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf\u003c/code\u003e is available by running \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf version\u003c/code\u003e. If not installed:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003epip install -U \"huggingface_hub[cli]\"\n\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eor\u003c/h2\u003e\nbrew install hf\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eIf the options above do not work, follow the \u003ca href=\"https://huggingface.co/docs/huggingface_hub/guides/cli#getting-started\" target=\"_blank\" rel=\"noopener\" style=\"color:#6366f1\"\u003eofficial installation guide\u003c/a\u003e.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eAfter installation, run \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf version\u003c/code\u003e to verify. If the command is not found, run \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003esource ~/.bashrc\u003c/code\u003e (or \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003esource ~/.zshrc\u003c/code\u003e for zsh) to reload the PATH, then try again.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eAuthentication\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eA Hugging Face User Access Token is required. The token is provided via the \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eHF_TOKEN\u003c/code\u003e environment variable.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eIf authentication fails or the token is missing, instruct the user to:\n1. Go to https://huggingface.co/settings/tokens\n2. Create a new token β there are two permission levels:\n - \u003cstrong style=\"color:#e5e7eb\"\u003eRead\u003c/strong\u003e (safer): sufficient for searching, downloading models/datasets, listing repos, browsing papers, and most read-only operations. Choose this if you only need to explore and download.\n - \u003cstrong style=\"color:#e5e7eb\"\u003eWrite\u003c/strong\u003e (less safe, broader access): required for creating/deleting repos, uploading files, managing discussions, deploying endpoints, and running jobs. Example 3 (create a repo and upload weights) requires a write token.\n3. Set it as an environment variable: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eexport HF_TOKEN=\"hf_...\"\u003c/code\u003e (add to shell profile for persistence)\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eImportant:\u003c/strong\u003e Do NOT run \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf auth login\u003c/code\u003e interactively β it requires terminal input. Instead, use the environment variable directly. The \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf\u003c/code\u003e CLI automatically picks up \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eHF_TOKEN\u003c/code\u003e from the environment for all commands. To verify authentication, run:\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003ehf auth whoami\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eKey Commands\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e| Task | Command |\n|---|---|\n| Check current user | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf auth whoami\u003c/code\u003e |\n| Download files | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf download \u003crepo_id\u003e [files...] [--local-dir \u003cpath\u003e]\u003c/code\u003e |\n| Download specific revision | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf download \u003crepo_id\u003e --revision \u003cbranch\\|tag\\|commit\u003e\u003c/code\u003e |\n| Download with filters | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf download \u003crepo_id\u003e --include \"*.safetensors\" --exclude \"*.bin\"\u003c/code\u003e |\n| Upload files | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf upload \u003crepo_id\u003e \u003clocal_path\u003e [path_in_repo]\u003c/code\u003e |\n| Upload as PR | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf upload \u003crepo_id\u003e \u003clocal_path\u003e [path_in_repo] --create-pr\u003c/code\u003e |\n| Upload (private repo) | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf upload \u003crepo_id\u003e \u003clocal_path\u003e [path_in_repo] --private\u003c/code\u003e |\n| Upload large folder | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf upload-large-folder \u003crepo_id\u003e \u003clocal_path\u003e\u003c/code\u003e |\n| Create a repo | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos create \u003cname\u003e [--repo-type model\\|dataset\\|space] [--private]\u003c/code\u003e |\n| Delete a repo | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos delete \u003crepo_id\u003e\u003c/code\u003e |\n| Delete files from repo | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos delete-files \u003crepo_id\u003e \u003cpath\u003e...\u003c/code\u003e |\n| Duplicate a repo | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos duplicate \u003crepo_id\u003e [--type model\\|dataset\\|space]\u003c/code\u003e |\n| Repo settings | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos settings \u003crepo_id\u003e [--private\\|--public]\u003c/code\u003e |\n| Manage branches | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos branch create\\|delete \u003crepo_id\u003e \u003cbranch\u003e\u003c/code\u003e |\n| Manage tags | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos tag create\\|delete \u003crepo_id\u003e \u003ctag\u003e\u003c/code\u003e |\n| List models | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf models ls [--search \u003cquery\u003e] [--sort downloads] [--limit N]\u003c/code\u003e |\n| Model info | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf models info \u003crepo_id\u003e\u003c/code\u003e |\n| List datasets | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf datasets ls [--search \u003cquery\u003e]\u003c/code\u003e |\n| Dataset info | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf datasets info \u003crepo_id\u003e\u003c/code\u003e |\n| Run SQL on data | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf datasets sql \"\u003cSQL\u003e\"\u003c/code\u003e |\n| List spaces | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf spaces ls [--search \u003cquery\u003e]\u003c/code\u003e |\n| Space info | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf spaces info \u003crepo_id\u003e\u003c/code\u003e |\n| Space dev mode | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf spaces dev-mode \u003crepo_id\u003e\u003c/code\u003e |\n| List papers | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf papers ls [--limit N]\u003c/code\u003e |\n| List collections | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections ls [--owner \u003cuser\u003e] [--sort trending]\u003c/code\u003e |\n| Create collection | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections create \"\u003ctitle\u003e\"\u003c/code\u003e |\n| Collection info | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections info \u003ccollection_slug\u003e\u003c/code\u003e |\n| Add to collection | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections add-item \u003ccollection_slug\u003e \u003crepo_id\u003e \u003ctype\u003e\u003c/code\u003e |\n| Delete collection | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections delete \u003ccollection_slug\u003e\u003c/code\u003e |\n| Run a cloud job | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs run \u003cdocker_image\u003e \u003ccommand\u003e\u003c/code\u003e |\n| List jobs | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs ps\u003c/code\u003e |\n| Job logs | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs logs \u003cjob_id\u003e\u003c/code\u003e |\n| Cancel a job | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs cancel \u003cjob_id\u003e\u003c/code\u003e |\n| Job hardware | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs hardware\u003c/code\u003e |\n| Deploy endpoint | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints deploy \u003cname\u003e --repo \u003crepo_id\u003e --framework \u003cfw\u003e --accelerator \u003chw\u003e ...\u003c/code\u003e |\n| List endpoints | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints ls\u003c/code\u003e |\n| Endpoint info | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints describe \u003cname\u003e\u003c/code\u003e |\n| Pause/resume endpoint | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints pause\\|resume \u003cname\u003e\u003c/code\u003e |\n| Delete endpoint | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints delete \u003cname\u003e\u003c/code\u003e |\n| List discussions | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions ls \u003crepo_id\u003e\u003c/code\u003e |\n| Create discussion | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions create \u003crepo_id\u003e --title \"\u003ctitle\u003e\"\u003c/code\u003e |\n| Comment on discussion | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions comment \u003crepo_id\u003e \u003cnum\u003e --body \"\u003ctext\u003e\"\u003c/code\u003e |\n| Close discussion | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions close \u003crepo_id\u003e \u003cnum\u003e\u003c/code\u003e |\n| Merge PR | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions merge \u003crepo_id\u003e \u003cnum\u003e\u003c/code\u003e |\n| Manage cache | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf cache ls\u003c/code\u003e, \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf cache rm \u003cid\u003e\u003c/code\u003e, \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf cache prune\u003c/code\u003e |\n| Delete bucket / files | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf buckets delete \u003cuser\u003e/\u003cbucket\u003e\u003c/code\u003e, \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf buckets rm \u003cuser\u003e/\u003cbucket\u003e/\u003cpath\u003e\u003c/code\u003e |\n| Sync to bucket | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf sync \u003clocal_path\u003e hf://buckets/\u003cuser\u003e/\u003cbucket\u003e\u003c/code\u003e |\n| Print environment | \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf env\u003c/code\u003e |\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eEnd-to-End Examples\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eExample 1: Explore trending models, pick one, and preview a download\u003c/strong\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003ehf models ls --sort trending_score --limit 5\nhf models info openai-community/gpt2\nhf download --dry-run openai-community/gpt2 config.json tokenizer.json\nhf download openai-community/gpt2 config.json tokenizer.json --local-dir ./gpt2\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eExample 2: Browse today's papers and find related datasets\u003c/strong\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003ehf papers ls --limit 5\nhf datasets ls --search \"code\" --sort downloads --limit 5\nhf datasets info bigcode/the-stack\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eExample 3: Create a private model repo and upload weights\u003c/strong\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003ehf repos create my-fine-tuned-model --private\n\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003ecreate returns \u003cyour-username\u003e/my-fine-tuned-model β use that full ID below\u003c/h2\u003e\nhf upload \u003cusername\u003e/my-fine-tuned-model ./output --commit-message \"Add fine-tuned weights\"\nhf repos tag create \u003cusername\u003e/my-fine-tuned-model v1.0 -m \"Initial release\"\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eFurther Reference\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eReference version: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf\u003c/code\u003e CLI v1.x\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eFor the full list of commands and options, use built-in help:\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003ehf --help\nhf \u003ccommand\u003e --help\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eFull documentation:\u003c/strong\u003e https://huggingface.co/docs/huggingface_hub/guides/cli\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eCLI reference:\u003c/strong\u003e https://huggingface.co/docs/huggingface_hub/package_reference/cli\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eSafety Rules\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003cstrong style=\"color:#e5e7eb\"\u003eDestructive commands require explicit user confirmation.\u003c/strong\u003e Before running any of the following, describe what will happen and ask the user to confirm:\u003c/li\u003e\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos delete\u003c/code\u003e β permanently deletes a repository\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf repos delete-files\u003c/code\u003e β deletes files from a repository\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf buckets delete\u003c/code\u003e / \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf buckets rm\u003c/code\u003e β deletes buckets or bucket files\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions close\u003c/code\u003e / \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf discussions merge\u003c/code\u003e β closes or merges PRs/discussions\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf collections delete\u003c/code\u003e β permanently deletes a collection\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf endpoints delete\u003c/code\u003e β permanently deletes an Inference Endpoint\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf jobs cancel\u003c/code\u003e β cancels a running compute job\n - Any command with \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003e--delete\u003c/code\u003e flag (e.g., sync with deletion)\n - \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ehf cache rm\u003c/code\u003e / \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 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