Introducing Gradio Clients
WatchIntroducing Gradio Clients
WatchGradio is a Python library that allows you to quickly create customizable web apps for your machine learning models and data processing pipelines. Gradio apps can be deployed on Hugging Face Spaces for free.
In some cases though, you might want to deploy a Gradio app on your own web server. You might already be using Nginx, a highly performant web server, to serve your website (say https://www.example.com
), and you want to attach Gradio to a specific subpath on your website (e.g. https://www.example.com/gradio-demo
).
In this Guide, we will guide you through the process of running a Gradio app behind Nginx on your own web server to achieve this.
Prerequisites
/etc/nginx/nginx.conf
In the http
block, add the following line to include server block configurations from a separate file:
include /etc/nginx/sites-enabled/*;
Create a new file in the /etc/nginx/sites-available
directory (create the directory if it does not already exist), using a filename that represents your app, for example: sudo nano /etc/nginx/sites-available/my_gradio_app
Paste the following into your file editor:
server {
listen 80;
server_name example.com www.example.com; # Change this to your domain name
location /gradio-demo/ { # Change this if you'd like to server your Gradio app on a different path
proxy_pass http://127.0.0.1:7860/; # Change this if your Gradio app will be running on a different port
proxy_buffering off;
proxy_redirect off;
proxy_http_version 1.1;
proxy_set_header Upgrade $http_upgrade;
proxy_set_header Connection "upgrade";
proxy_set_header Host $host;
proxy_set_header X-Forwarded-Host $host;
proxy_set_header X-Forwarded-Proto $scheme;
}
}
Tip: Setting the `X-Forwarded-Host` and `X-Forwarded-Proto` headers is important as Gradio uses these, in conjunction with the `root_path` parameter discussed below, to construct the public URL that your app is being served on. Gradio uses the public URL to fetch various static assets. If these headers are not set, your Gradio app may load in a broken state.
Note: The $host
variable does not include the host port. If you are serving your Gradio application on a raw IP address and port, you should use the $http_host
variable instead, in these lines:
proxy_set_header Host $host;
proxy_set_header X-Forwarded-Host $host;
Before you launch your Gradio app, you'll need to set the root_path
to be the same as the subpath that you specified in your nginx configuration. This is necessary for Gradio to run on any subpath besides the root of the domain.
Note: Instead of a subpath, you can also provide a complete URL for root_path
(beginning with http
or https
) in which case the root_path
is treated as an absolute URL instead of a URL suffix (but in this case, you'll need to update the root_path
if the domain changes).
Here's a simple example of a Gradio app with a custom root_path
corresponding to the Nginx configuration above.
import gradio as gr
import time
def test(x):
time.sleep(4)
return x
gr.Interface(test, "textbox", "textbox").queue().launch(root_path="/gradio-demo")
tmux
session by typing tmux
and pressing enter (optional)It's recommended that you run your Gradio app in a tmux
session so that you can keep it running in the background easily
python
followed by the name of your Gradio python file. By default, your app will run on localhost:7860
, but if it starts on a different port, you will need to update the nginx configuration file above.If you are in a tmux session, exit by typing CTRL+B (or CMD+B), followed by the "D" key.
Finally, restart nginx by running sudo systemctl restart nginx
.
And that's it! If you visit https://example.com/gradio-demo
on your browser, you should see your Gradio app running there