Adds a monitoring dashboard to Gradio apps that can be used to view usage #8478

aliabid94 · 2024-06-06T13:28:10Z

This PR adds an analytics dashboard to show all requests processed by the queue and their status. To visit this dashboard, go to the /analytics endpoint. This print a secret URL to the console that you can visit to see the actual analytics dashboard.

gradio-pr-bot · 2024-06-06T13:29:18Z

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Install Gradio from this PR

pip install https://gradio-builds.s3.amazonaws.com/c03269a6da2cb3e12a7716dcab2115655463867e/gradio-4.33.0-py3-none-any.whl

Install Gradio Python Client from this PR

pip install "gradio-client @ git+https://github.com/gradio-app/gradio@c03269a6da2cb3e12a7716dcab2115655463867e#subdirectory=client/python"

Install Gradio JS Client from this PR

npm install https://gradio-builds.s3.amazonaws.com/c03269a6da2cb3e12a7716dcab2115655463867e/gradio-client-1.1.0.tgz

gradio-pr-bot · 2024-06-06T13:29:27Z

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Adds a monitoring dashboard to Gradio apps that can be used to view usage

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abidlabs · 2024-06-06T13:35:25Z

gradio/analytics_dashboard.py

+if __name__ == "__main__":
+ data["data"] = {
+ random.randint(0, 1000000): {
+ "time": time.time() - random.randint(0, 60 * 60 * 24 * 3),
+ "status": random.choice(
+ ["success", "success", "failure", "pending", "queued"]
+ ),
+ "function": random.choice(["predict", "chat", "chat"]),
+ "process_time": random.randint(0, 10),
+ }
+ for r in range(random.randint(100, 200))
+ }
+


Is this real data or mock data?

its mock data that's created if you run this file directly, but will use real data in gradio runtime

…radio into analytics_dashbaord

abidlabs · 2024-06-06T13:38:15Z

2 high-level points @aliabid94:

Instead of going to /analytics which prints a secret token, I think it would make more sense to have a parameter in launch() called enable_monitoring which if set to True, prints the url to the dashboard on launch.
I would use a different word than analytics (maybe monitoring) because analytics_enabled refers to whether we are collecting telemetry or not and I think that would be confusing to users

aliabid94 · 2024-06-06T13:41:55Z

Instead of going to /analytics which prints a secret token, I think it would make more sense to have a parameter in launch() called enable_monitoring which if set to True, prints the url to the dashboard on launch.

Disagree, because if your app prints a lot to console, you will lose the URL deep into console history. Also people will forget to enable it before launching an app, and then lose access to analytics.

abidlabs · 2024-06-06T13:45:23Z

Ok I see what you mean. I still think we should another word than "analytics" like "monitoring"

aliabid94 · 2024-06-06T13:54:15Z

changed to "monitoring"

abidlabs · 2024-06-06T14:35:22Z

gradio/routes.py

+ @app.get("/monitoring/{key}")
+ async def analytics_dashboard(key: str):
+ if key == app.analytics_key:
+ analytics_url = f"/monitoring/{app.analytics_key}/dashboard"
+ if not app.analytics_enabled:
+ from gradio.analytics_dashboard import data
+ from gradio.analytics_dashboard import demo as dashboard
+
+ mount_gradio_app(app, dashboard, path=analytics_url)
+ dashboard._queue.start()
+ analytics = app.get_blocks()._queue.event_analytics
+ data["data"] = analytics
+ app.analytics_enabled = True
+ return RedirectResponse(
+ url=analytics_url, status_code=status.HTTP_302_FOUND


If I understand correctly, this will start monitoring only after the first time a user visits this endpoint? Is that intentional - why do we want to do that?

fwiw this essentially allows anyone to "start the monitoring" on anyone else's Gradio app

Anyways, if we do do this, how about we also offer the ability for users to set a parameter in launch() and if they set the parameter, the monitoring URL is immediately printed. I find that pattern more intuitive (and less cumbersome since you have the link immediately available).

Its also easier to describe and publicize -- get an API dashboard with just a single parameter!

I.e.

A user can set enable_monitoring=True when the launch the app

If they forget, they can visible /enable-monitoring or something to start (I'm not sure if we need this at all btw)

Nope, only starts the dashboard app when visiting the secret monitoring link, can add enable_monitoring=True

If I understand correctly, this will start monitoring only after the first time a user visits this endpoint? Is that intentional - why do we want to do that?

Nvm I misunderstood, this is fine

Maybe the parameter is still useful as a way to display the URL right there at launch but not a big deal either way

abidlabs · 2024-06-06T14:39:36Z

Nit: got this printed in the console:

/Users/abidlabs/dev/gradio-repos/gradio/gradio/analytics_dashboard.py:63: FutureWarning: 'T' is deprecated and will be removed in a future version, please use 'min' instead.

abidlabs

Very cool @aliabid94! This looks great & tested works well. There's lots more we can add, but we can ship this as a v1

…radio into analytics_dashbaord

Ali Abid added 2 commits June 6, 2024 06:26

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Merge remote-tracking branch 'origin' into analytics_dashbaord

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Ali Abid added 2 commits June 6, 2024 06:36

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Merge branch 'analytics_dashbaord' of https://github.com/gradio-app/g…

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…radio into analytics_dashbaord

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Ali Abid and others added 2 commits June 6, 2024 06:54

Merge remote-tracking branch 'origin' into analytics_dashbaord

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Merge branch 'main' into analytics_dashbaord

cf5e7da

abidlabs changed the title ~~Analytics dashboard~~ Adds a monitoring dashboard to Gradio apps that can be used to view usage Jun 6, 2024

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abidlabs approved these changes Jun 6, 2024

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Ali Abid and others added 4 commits June 6, 2024 08:01

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Merge branch 'analytics_dashbaord' of https://github.com/gradio-app/g…

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…radio into analytics_dashbaord

Merge branch 'main' into analytics_dashbaord

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Merge branch 'main' into analytics_dashbaord

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aliabid94 merged commit 73e1108 into main Jun 6, 2024
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aliabid94 deleted the analytics_dashbaord branch June 6, 2024 15:31

pngwn mentioned this pull request Jun 6, 2024

chore: update versions #8486

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Adds a monitoring dashboard to Gradio apps that can be used to view usage #8478

Adds a monitoring dashboard to Gradio apps that can be used to view usage #8478

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Adds a monitoring dashboard to Gradio apps that can be used to view usage #8478

Adds a monitoring dashboard to Gradio apps that can be used to view usage #8478

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