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![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5...
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%207...
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ne object to use.
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392...
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
wandb: ModuleType | None default `= None` If the wandb module is provided, will integrate with it and appear on WandB dashboard mlflow: ModuleType | None default `= None` If the mlflow module is provided, will integrate with the experiment and appear on ML Flow dashboard
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%2...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%20318.3L391.3%20319.9C381%...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
send status at regular intervals set by this parameter as the number of seconds. api_open: bool | None default `= None` If True, the REST routes of the backend will be open, allowing requests made directly to those endpoints to skip the queue. max_size: int | None default `= None` T...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
2'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%2...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
pp inline in an iframe. Defaults to True in python notebooks; False otherwise. inbrowser: bool default `= False` whether to automatically launch the gradio app in a new tab on the default browser. share: bool | None default `= None` whether to create a publicly shareable link for the...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
an alert modal and printed in the browser console log. They will also be displayed in the alert modal of downstream apps that gr.load() this app. server_name: str | None default `= None` to make app accessible on local network, set this to "0.0.0.0". Can be set by environment variable GRADIO_SERVER_NA...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
inks: list[Literal['api', 'gradio', 'settings'] | dict[str, str]] | None default `= None` The links to display in the footer of the app. Accepts a list, where each element of the list must be one of "api", "gradio", or "settings" corresponding to the API docs, "built with Gradio", and settings pages respectively. If ...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
be set by environment variable GRADIO_ROOT_PATH. Defaults to "". app_kwargs: dict[str, Any] | None default `= None` Additional keyword arguments to pass to the underlying FastAPI app as a dictionary of parameter keys and argument values. For example, `{"docs_url": "/docs"}` state_sessi...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
] | None default `= None` A function that takes a FastAPI request and returns a string user ID or None. If the function returns None for a specific request, that user is not authorized to access the app (they will see a 401 Unauthorized response). To be used with external authentication systems like OAuth. Cannot be ...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
vironment variable or default to False. pwa: bool | None default `= None` If True, the Gradio app will be set up as an installable PWA (Progressive Web App). If set to None (default behavior), then the PWA feature will be enabled if this Gradio app is launched on Spaces, but not otherwise. ...
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ly be executed when the page loads. For more flexibility, use the head parameter to insert js inside <script> tags. head: str | None default `= None` Custom html code to insert into the head of the demo webpage. This can be used to add custom meta tags, multiple scripts, stylesheets, etc. to the page....
launch
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%203...
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
prediction function. Each parameter of the function corresponds to one input component, and the function should return a single value or a tuple of values, with each element in the tuple corresponding to one output component. inputs: Component | BlockContext | list[Component | BlockContext] | Set[Compo...
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
shows the runtime display, "hidden" shows no progress animation at all show_progress_on: Component | list[Component] | None default `= None` Component or list of components to show the progress animation on. If None, will show the progress animation on all of the output components. que...
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ponents .click method. Functions that have not yet run (or generators that are iterating) will be cancelled, but functions that are currently running will be allowed to finish. trigger_mode: Literal['once', 'multiple', 'always_last'] | None default `= None` If "once" (default for all events except `.c...
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
nted" (hidden from API docs but callable by clients and via gr.load). If fn is None, api_visibility will automatically be set to "private". time_limit: int | None default `= None` stream_every: float default `= 0.5` key: int | str | tuple[int | str, ...] | None default...
load
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5...
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%207...
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ne object to use.
from_pipeline
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392...
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
wandb: ModuleType | None default `= None` If the wandb module is provided, will integrate with it and appear on WandB dashboard mlflow: ModuleType | None default `= None` If the mlflow module is provided, will integrate with the experiment and appear on ML Flow dashboard
integrate
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%2...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
ro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%20318.3L391.3%20319.9C381%...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
send status at regular intervals set by this parameter as the number of seconds. api_open: bool | None default `= None` If True, the REST routes of the backend will be open, allowing requests made directly to those endpoints to skip the queue. max_size: int | None default `= None` T...
queue
https://gradio.app/docs/gradio/interface#interface-queue
Gradio - Interface#Interface Queue Docs
Creates a component to displays a base image and colored annotations on top of that image. Annotations can take the from of rectangles (e.g. object detection) or masks (e.g. image segmentation). As this component does not accept user input, it is rarely used as an input component.
Description
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
**Using AnnotatedImage as an input component.** How AnnotatedImage will pass its value to your function: Type: `tuple[str, list[tuple[str, str]]] | None` Passes its value as a `tuple` consisting of: * `str` filepath to a base image * `list` of annotations. * Each annotation itself is a `tuple` of a mask (...
Behavior
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
Parameters ▼ value: tuple[np.ndarray | PIL.Image.Image | str, list[tuple[np.ndarray | tuple[int, int, int, int], str]]] | None default `= None` Tuple of base image and list of (annotation, label) pairs. format: str default `= "webp"` Format used to save images before it is returned t...
Initialization
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
ct otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer. inputs: Component | list[Component] | set[Component] | None default `= None` Components that are used as inputs to calculate `value` if `value` is a function (has no effect ...
Initialization
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later. key: int | str | tuple[int | str, ...] | None default `= None` in a gr.render, Components with the same key across re-renders are treated as the same component, not a new c...
Initialization
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
Shortcuts gradio.AnnotatedImage Interface String Shortcut `"annotatedimage"` Initialization Uses default values
Shortcuts
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
image_segmentation
Demos
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
Description Event listeners allow you to respond to user interactions with the UI components you've defined in a Gradio Blocks app. When a user interacts with an element, such as changing a slider value or uploading an image, a function is called. Supported Event Listeners The AnnotatedImage component supports the f...
Event Listeners
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
` defines how the endpoint appears in the API docs. Can be a string or None. If set to a string, the endpoint will be exposed in the API docs with the given name. If None (default), the name of the function will be used as the API endpoint. api_description: str | None | Literal[False] default `= None`...
Event Listeners
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
th (and be up to length `max_batch_size`). The function is then *required* to return a tuple of lists (even if there is only 1 output component), with each list in the tuple corresponding to one output component. max_batch_size: int default `= 4` Maximum number of inputs to batch together if this is c...
Event Listeners
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
puts', return should be a list of values for output components. concurrency_limit: int | None | Literal['default'] default `= "default"` If set, this is the maximum number of this event that can be running simultaneously. Can be set to None to mean no concurrency_limit (any number of this event can be...
Event Listeners
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
the same inputs as the main function and should return a `gr.validate()` for each input value.
Event Listeners
https://gradio.app/docs/gradio/annotatedimage
Gradio - Annotatedimage Docs
Server is the Gradio API engine exposed on a FastAPI application (Server mode). It inherits from FastAPI, so all standard FastAPI methods (.get(), .post(), .add_middleware(), .include_router(), etc.) work directly on this instance. New methods added on top of FastAPI: api(): Decorator to register a Gradio API endpoin...
Description
https://gradio.app/docs/gradio/server
Gradio - Server Docs
from gradio import Server app = Server() @app.api(name="hello") def hello(name: str) -> str: return f"Hello {name}" @app.get("/") def root(): return {"message": "Hello World"} app.launch()
Example Usage
https://gradio.app/docs/gradio/server
Gradio - Server Docs
Parameters ▼ debug: bool default `= False` Enable debug mode for detailed error tracebacks. title: str default `= "FastAPI"` The title of the API, shown in the OpenAPI docs. summary: str | None default `= None` A short summary of the API. description...
Initialization
https://gradio.app/docs/gradio/server
Gradio - Server Docs
ault `= None` An async context manager for startup/shutdown lifecycle. terms_of_service: str | None default `= None` URL to the terms of service. contact: dict[str, Any] | None default `= None` Contact information dict for the API. license_info: dict[str, Any] | None...
Initialization
https://gradio.app/docs/gradio/server
Gradio - Server Docs
server_app
Demos
https://gradio.app/docs/gradio/server
Gradio - Server Docs
Methods
https://gradio.app/docs/gradio/server
Gradio - Server Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%20318....
api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
None` concurrency_limit: int | None | Literal['default'] default `= "default"` concurrency_id: str | None default `= None` queue: bool default `= True` batch: bool default `= False` max_batch_size: int default `= 4` api...
api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
-!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc.%20--%3e%3cpath%20d='M172.5%20131.1C228.1%2075.51%20320.5%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%203...
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
debug: bool default `= False` max_threads: int default `= 40` auth: Callable[[str, str], bool] | tuple[str, str] | list[tuple[str, str]] | None default `= None` auth_message: str | None default `= None` prevent_thread_lock: bool default...
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
itoring: bool | None default `= None` strict_cors: bool default `= True` node_server_name: str | None default `= None` node_port: int | None default `= None` ssr_mode: bool | None default `= None` pwa: bool | None default `= None` ...
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
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api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
None` concurrency_limit: int | None | Literal['default'] default `= "default"` concurrency_id: str | None default `= None` queue: bool default `= True` batch: bool default `= False` max_batch_size: int default `= 4` api...
api
https://gradio.app/docs/gradio/server
Gradio - Server Docs
![](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20fill='%23808080'%20viewBox='0%200%20640%20512'%3e%3c!--!%20Font%20Awesome%20Pro%206.0.0%20by%20@fontawesome%20-%20https://fontawesome.com%20License%20-%20https://fontawesome.com/license%20\(Commercial%20License\)%20Copyright%202022%20Fonticons,%20Inc....
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
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launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
debug: bool default `= False` max_threads: int default `= 40` auth: Callable[[str, str], bool] | tuple[str, str] | list[tuple[str, str]] | None default `= None` auth_message: str | None default `= None` prevent_thread_lock: bool default...
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
itoring: bool | None default `= None` strict_cors: bool default `= True` node_server_name: str | None default `= None` node_port: int | None default `= None` ssr_mode: bool | None default `= None` pwa: bool | None default `= None` ...
launch
https://gradio.app/docs/gradio/server
Gradio - Server Docs
The FileData class is a subclass of the GradioModel class that represents a file object within a Gradio interface. It is used to store file data and metadata when a file is uploaded.
Description
https://gradio.app/docs/gradio/filedata
Gradio - Filedata Docs
from gradio_client import Client, FileData, handle_file def get_url_on_server(data: FileData): print(data['url']) client = Client("gradio/gif_maker_main", download_files=False) job = client.submit([handle_file("./cheetah.jpg")], api_name="/predict") data = job.result() video: FileD...
Example Usage
https://gradio.app/docs/gradio/filedata
Gradio - Filedata Docs
Parameters ▼ path: str The server file path where the file is stored. url: Optional[str] The normalized server URL pointing to the file. size: Optional[int] The size of the file in bytes. orig_name: Optional[str] The original filename before upload. ...
Attributes
https://gradio.app/docs/gradio/filedata
Gradio - Filedata Docs
Gradio applications support programmatic requests from many environments: * The [Python Client](/docs/python-client): `gradio-client` allows you to make requests from Python environments. * The [JavaScript Client](/docs/js-client): `@gradio/client` allows you to make requests in TypeScript from the browser or serv...
Gradio Clients
https://gradio.app/docs/third-party-clients/introduction
Third Party Clients - Introduction Docs
We also encourage the development and use of third party clients built by the community: * [Rust Client](/docs/third-party-clients/rust-client): `gradio-rs` built by [@JacobLinCool](https://github.com/JacobLinCool) allows you to make requests in Rust. * [Powershell Client](https://github.com/rrg92/powershai): `pow...
Community Clients
https://gradio.app/docs/third-party-clients/introduction
Third Party Clients - Introduction Docs
`gradio-rs` is a Gradio Client in Rust built by [@JacobLinCool](https://github.com/JacobLinCool). You can find the repo [here](https://github.com/JacobLinCool/gradio-rs), and more in depth API documentation [here](https://docs.rs/gradio/latest/gradio/).
Introduction
https://gradio.app/docs/third-party-clients/rust-client
Third Party Clients - Rust Client Docs
Here is an example of using BS-RoFormer model to separate vocals and background music from an audio file. use gradio::{PredictionInput, Client, ClientOptions}; [tokio::main] async fn main() { if std::env::args().len() < 2 { println!("Please provide an audio file path as a...
Usage
https://gradio.app/docs/third-party-clients/rust-client
Third Party Clients - Rust Client Docs
cargo install gradio gr --help Take [stabilityai/stable- diffusion-3-medium](https://huggingface.co/spaces/stabilityai/stable- diffusion-3-medium) HF Space as an example: > gr list stabilityai/stable-diffusion-3-medium API Spec for stabilityai/stable-diffusion-3-medium: /infer ...
Command Line Interface
https://gradio.app/docs/third-party-clients/rust-client
Third Party Clients - Rust Client Docs
ZeroGPU ZeroGPU spaces are rate-limited to ensure that a single user does not hog all of the available GPUs. The limit is controlled by a special token that the Hugging Face Hub infrastructure adds to all incoming requests to Spaces. This token is a request header called `X-IP-Token` and its value changes depending on...
Explaining Rate Limits for
https://gradio.app/docs/python-client/using-zero-gpu-spaces
Python Client - Using Zero Gpu Spaces Docs
Token In the following hypothetical example, when a user presses enter in the textbox, the `generate()` function is called, which calls a second function, `text_to_image()`. Because the Gradio Client is being instantiated indirectly, in `text_to_image()`, we will need to extract their token from the `X-IP- Token` head...
Avoiding Rate Limits by Manually Passing an IP
https://gradio.app/docs/python-client/using-zero-gpu-spaces
Python Client - Using Zero Gpu Spaces Docs
If you already have a recent version of `gradio`, then the `gradio_client` is included as a dependency. But note that this documentation reflects the latest version of the `gradio_client`, so upgrade if you’re not sure! The lightweight `gradio_client` package can be installed from pip (or pip3) and is tested to work w...
Installation
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Spaces Start by connecting instantiating a `Client` object and connecting it to a Gradio app that is running on Hugging Face Spaces. from gradio_client import Client client = Client("abidlabs/en2fr") a Space that translates from English to French You can also connect to private Spaces by pass...
Connecting to a Gradio App on Hugging Face
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
use While you can use any public Space as an API, you may get rate limited by Hugging Face if you make too many requests. For unlimited usage of a Space, simply duplicate the Space to create a private Space, and then use it to make as many requests as you’d like! The `gradio_client` includes a class method: `Client.d...
Duplicating a Space for private
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
app If your app is running somewhere else, just provide the full URL instead, including the “http://” or “https://“. Here’s an example of making predictions to a Gradio app that is running on a share URL: from gradio_client import Client client = Client("https://bec81a83-5b5c-471e.gradio.live")...
Connecting a general Gradio
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Once you have connected to a Gradio app, you can view the APIs that are available to you by calling the `Client.view_api()` method. For the Whisper Space, we see the following: Client.predict() Usage Info --------------------------- Named API endpoints: 1 - predict(audio, api_name="/pre...
Inspecting the API endpoints
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
As an alternative to running the `.view_api()` method, you can click on the “Use via API” link in the footer of the Gradio app, which shows us the same information, along with example usage. ![](https://huggingface.co/datasets/huggingface/documentation- images/resolve/main/gradio-guides/view-api.png) The View API pag...
The “View API” Page
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
The simplest way to make a prediction is simply to call the `.predict()` function with the appropriate arguments: from gradio_client import Client client = Client("abidlabs/en2fr", api_name='/predict') client.predict("Hello") >> Bonjour If there are multiple parameters, then you sh...
Making a prediction
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
to the Gradio server and ensures that the file is preprocessed correctly: from gradio_client import Client, file client = Client("abidlabs/whisper") client.predict( audio=file("https://audio-samples.github.io/samples/mp3/blizzard_unconditional/sample-0.mp3") ) >> "My th...
Making a prediction
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Oe should note that `.predict()` is a _blocking_ operation as it waits for the operation to complete before returning the prediction. In many cases, you may be better off letting the job run in the background until you need the results of the prediction. You can do this by creating a `Job` instance using the `.submit(...
Running jobs asynchronously
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Alternatively, one can add one or more callbacks to perform actions after the job has completed running, like this: from gradio_client import Client def print_result(x): print("The translated result is: {x}") client = Client(space="abidlabs/en2fr") job = client.submit("...
Adding callbacks
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
The `Job` object also allows you to get the status of the running job by calling the `.status()` method. This returns a `StatusUpdate` object with the following attributes: `code` (the status code, one of a set of defined strings representing the status. See the `utils.Status` class), `rank` (the current position of th...
Status
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
The `Job` class also has a `.cancel()` instance method that cancels jobs that have been queued but not started. For example, if you run: client = Client("abidlabs/whisper") job1 = client.submit(file("audio_sample1.wav")) job2 = client.submit(file("audio_sample2.wav")) job1.cancel() will retu...
Cancelling Jobs
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Some Gradio API endpoints do not return a single value, rather they return a series of values. You can get the series of values that have been returned at any time from such a generator endpoint by running `job.outputs()`: from gradio_client import Client client = Client(src="gradio/count_genera...
Generator Endpoints
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
Gradio demos can include [session state](https://www.gradio.app/guides/state- in-blocks), which provides a way for demos to persist information from user interactions within a page session. For example, consider the following demo, which maintains a list of words that a user has submitted in a `gr.State` component. Wh...
Demos with Session State
https://gradio.app/docs/python-client/introduction
Python Client - Introduction Docs
**Stream From a Gradio app in 5 lines** Use the `submit` method to get a job you can iterate over. In python: from gradio_client import Client client = Client("gradio/llm_stream") for result in client.submit("What's the best UI framework in Python?"): print(result) ...
Ergonomic API 💆
https://gradio.app/docs/python-client/version-1-release
Python Client - Version 1 Release Docs
Anything you can do in the UI, you can do with the client: * 🔐Authentication * 🛑 Job Cancelling * ℹ️ Access Queue Position and API * 📕 View the API information Here's an example showing how to display the queue position of a pending job: from gradio_client import Client client = ...
Transparent Design 🪟
https://gradio.app/docs/python-client/version-1-release
Python Client - Version 1 Release Docs
The client can run from pretty much any python and javascript environment (node, deno, the browser, Service Workers). Here's an example using the client from a Flask server using gevent: from gevent import monkey monkey.patch_all() from gradio_client import Client from flask import Fla...
Portable Design ⛺️
https://gradio.app/docs/python-client/version-1-release
Python Client - Version 1 Release Docs
Changes **Python** * The `serialize` argument of the `Client` class was removed and has no effect. * The `upload_files` argument of the `Client` was removed. * All filepaths must be wrapped in the `handle_file` method. For example, `caption = client.predict(handle_file('./dog.jpg'))`. * The `output_dir` a...
v1.0 Migration Guide and Breaking
https://gradio.app/docs/python-client/version-1-release
Python Client - Version 1 Release Docs
The main Client class for the Python client. This class is used to connect to a remote Gradio app and call its API endpoints.
Description
https://gradio.app/docs/python-client/client
Python Client - Client Docs
from gradio_client import Client client = Client("abidlabs/whisper-large-v2") connecting to a Hugging Face Space client.predict("test.mp4", api_name="/predict") >> What a nice recording! returns the result of the remote API call client = Client("https://bec81a83-5b5c-471e.gradio.live") conne...
Example usage
https://gradio.app/docs/python-client/client
Python Client - Client Docs