Spaces:
Running
Running
title: README | |
emoji: π | |
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colorTo: red | |
sdk: static | |
pinned: false | |
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<span style="font-weight: 600;">Spaces Dev Mode is currently in beta.</span> It's available for <a target="_blank" class="underline" href="https://huggingface.co/subscribe/pro" style="color: inherit;">PRO</a> users (personnal Spaces) or <a target="_blank" href="https://huggingface.co/enterprise" style="color: inherit;">Enterprise</a> organizations (org Spaces). | |
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<span style="font-weight: 600;">Please share your feedback about Spaces Dev Mode</span> in the <a target="_blank" class="underline" href="https://huggingface.co/spaces/dev-mode-explorers/README/discussions" style="color: inherit;">Community tab</a>. | |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/61fd75b93c49561870461907/mLiaon921hu6TMHahf_ty.png" style="width: 100%; max-width:950px"/> | |
# Spaces Dev Mode (feature preview) | |
## About Spaces | |
Spaces offer a simple way to host ML demos and apps on your profile or your organization's profile. | |
In essence, a Space is a Docker container that runs your application. | |
Learn more about Spaces here: <a href="https://huggingface.co/docs/hub/spaces" target="_blank">https://huggingface.co/docs/hub/spaces</a>. | |
## Spaces Dev Mode | |
Whenever your commit some changes to your Space repo, the underlying Docker image gets rebuilt, and then a new virtual machine is provisioned to host the new container. | |
The Dev Mode allows you to update your Space much quicker by overriding the Docker image. | |
The Dev Mode Docker image starts your application as a sub-process, allowing you to restart it without stopping the Space container itself. | |
It also starts a VS Code server and a SSH server in the background for you to connect to the Space. | |
The ability to connect to the running Space unlocks several use cases: | |
- You can make changes to the app code without the Space rebuilding everytime | |
- You can debug a running application and monitor resources live | |
Overall it makes developing and experimenting with Spaces much faster by skipping the Docker image rebuild phase. | |
## Interface | |
Once the Dev Mode is enabled on your Space, you should see a modal like the following. | |
<img src="https://cdn-uploads.huggingface.co/production/uploads/5f17f0a0925b9863e28ad517/wSfCELm8WoY_EFhj8l1MM.png" style="max-width: 500px;"> | |
The application does not restart automatically when you change the code. For your changes to appear in the Space, you need to use the `Refresh` button that will restart the app. | |
<div class="alert alert-warning"> | |
If you're using the Streamlit or Gradio SDK, or if your application is Pyhton-based, note that requirements are not installed automatically. | |
You will need to manually run `pip install` from VS Code or SSH. | |
</div> | |
### Persisting changes | |
<div class="alert alert-warning"> | |
The changes you make when the Dev Mode is enabled are not persisted to the Space repo automatically. | |
By default, they will be discarded when the Dev Mode is disabled or when the Space goes to sleep. | |
</div> | |
If you wish to persist changes made while the Dev Mode is enabled, you need to use `git` from inside the Space container (using VS Code or SSH). For example: | |
```shell | |
# Add changes and commit them | |
git add . | |
git commit -m "Persist changes from Dev Mode" | |
# Push the commit to persist them in the repo | |
git push | |
``` | |
The modal will display a warning if you have uncommitted or unpushed changes in the Space: | |
![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fcfb7c407408029ba3577e2/r6Uk1YyvE2-hzsKTSRvnR.png) | |
### How to enable the Dev Mode | |
Go to your Space's settings and click on "Enable Dev Mode". | |
![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fcfb7c407408029ba3577e2/31fExSYIPyxgXm-B9uL4d.png) | |
You can also enable the Dev Mode from the quick actions dropdown. | |
![image/png](https://cdn-uploads.huggingface.co/production/uploads/5fcfb7c407408029ba3577e2/t2nQI_5kXY53QIVqBkIx6.png) | |
## Limitations | |
The Dev Mode is currently not available for static Spaces. Docker Spaces also have some additional requirements. | |
### Docker Spaces | |
Dev Mode is supported for Docker Spaces. However, your Space needs to comply with the following rules for the Dev Mode to work properly. | |
1. The following packages must be installed: | |
- `bash` (required to establish SSH connections) | |
- `curl`, `wget` and `procps` (required by the VS Code server process) | |
- `git` and `git-lfs` to be able to commit and push changes from your Dev Mode environment | |
2. Your application code must be located in the `/app` folder for the Dev Mode daemon to be able to detect changes. | |
3. The `/app` folder must be owned by the user with uid `1000` to allow you to make changes to the code. | |
4. The Dockerfile must contain a `CMD` instruction for startup. Checkout [Docker's documentation](https://docs.docker.com/reference/dockerfile/#cmd) about the `CMD` instruction for more details. | |
The Dev Mode works well when the base image is debian-based (eg, ubuntu). | |
More exotic linux distros (eg, alpine) are not tested and the Dev Mode is not guaranteed to work on them. | |
### Example of compatible Dockerfiles | |
This is an example of a Dockerfile compatible with Spaces Dev Mode. | |
It installs the required packages with `apt-get`, along with a couple more for developer convenience (namely: `top`, `vim` and `nano`). | |
It then starts a NodeJS application from `/app`. | |
```Dockerfile | |
FROM node:19-slim | |
RUN apt-get update && \ | |
apt-get install -y \ | |
bash \ | |
git git-lfs \ | |
wget curl procps \ | |
htop vim nano && \ | |
rm -rf /var/lib/apt/lists/* | |
WORKDIR /app | |
COPY --link ./ /app | |
RUN npm i | |
RUN chown 1000 /app | |
USER 1000 | |
CMD ["node", "index.js"] | |
``` | |
There are several examples of Dev Mode compatible Docker Spaces in this organization. | |
Feel free to duplicate them in your namespace! | |
Example Python app (FastAPI HTTP server): https://huggingface.co/spaces/dev-mode-explorers/dev-mode-python | |
Example Javascript app (Express.js HTTP server): https://huggingface.co/spaces/dev-mode-explorers/dev-mode-javascript | |