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%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%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) This listener is triggered when the Accordion is collapsed. Parameters ▼ fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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: Compon
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Gradio - Accordion Docs
esponds 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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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
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Gradio - Accordion Docs
mation 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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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
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Gradio - Accordion Docs
r 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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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 |
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Gradio - Accordion Docs
s 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 `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
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Gradio - Accordion 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Accordion.expand(···) Description ![](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.
expand
https://gradio.app/docs/gradio/accordion
Gradio - Accordion 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%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) This listener is triggered when the Accordion is expanded. Parameters ▼ fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
onds 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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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 an
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
ion 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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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 de
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
enerators 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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
one, 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 `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Accordion.collapse(···) Description ![](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,%20In
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
%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%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) This listener is triggered when the Accordion is collapsed. Parameters ▼ fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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: Compon
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
esponds 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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
mation 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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
r 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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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 |
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
s 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 `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
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https://gradio.app/docs/gradio/accordion
Gradio - Accordion Docs
The gr.EditData class is a subclass of gr.Event data that specifically carries information about the `.edit()` event. When gr.EditData is added as a type hint to an argument of an event listener method, a gr.EditData object will automatically be passed as the value of that argument. The attributes of this object contains information about the event that triggered the listener.
Description
https://gradio.app/docs/gradio/editdata
Gradio - Editdata Docs
import gradio as gr def edit(edit_data: gr.EditData, history: list[gr.MessageDict]): history_up_to_edit = history[:edit_data.index] history_up_to_edit[-1] = edit_data.value return history_up_to_edit with gr.Blocks() as demo: chatbot = gr.Chatbot() chatbot.undo(edit, chatbot, chatbot) demo.launch()
Example Usage
https://gradio.app/docs/gradio/editdata
Gradio - Editdata Docs
Parameters ▼ index: int | tuple[int, int] The index of the message that was edited. previous_value: Any The previous content of the message that was edited. value: Any The new content of the message that was edited.
Attributes
https://gradio.app/docs/gradio/editdata
Gradio - Editdata Docs
The gr.KeyUpData class is a subclass of gr.EventData that specifically carries information about the `.key_up()` event. When gr.KeyUpData is added as a type hint to an argument of an event listener method, a gr.KeyUpData object will automatically be passed as the value of that argument. The attributes of this object contains information about the event that triggered the listener.
Description
https://gradio.app/docs/gradio/keyupdata
Gradio - Keyupdata Docs
import gradio as gr def test(value, key_up_data: gr.KeyUpData): return { "component value": value, "input value": key_up_data.input_value, "key": key_up_data.key } with gr.Blocks() as demo: d = gr.Dropdown(["abc", "def"], allow_custom_value=True) t = gr.JSON() d.key_up(test, d, t) demo.launch()
Example Usage
https://gradio.app/docs/gradio/keyupdata
Gradio - Keyupdata Docs
Parameters ▼ key: str The key that was pressed. input_value: str The displayed value in the input textbox after the key was pressed. This may be different than the `value` attribute of the component itself, as the `value` attribute of some components (e.g. Dropdown) are not updated until the user presses Enter.
Attributes
https://gradio.app/docs/gradio/keyupdata
Gradio - Keyupdata Docs
dropdown_key_up
Demos
https://gradio.app/docs/gradio/keyupdata
Gradio - Keyupdata 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: FileData = data['video'] get_url_on_server(video)
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. mime_type: Optional[str] The MIME type of the file. is_stream: bool Indicates whether the file is a stream. meta: dict Additional metadata used internally (should not be changed).
Attributes
https://gradio.app/docs/gradio/filedata
Gradio - Filedata Docs
The gr.CopyData class is a subclass of gr.EventData that specifically carries information about the `.copy()` event. When gr.CopyData is added as a type hint to an argument of an event listener method, a gr.CopyData object will automatically be passed as the value of that argument. The attributes of this object contains information about the event that triggered the listener.
Description
https://gradio.app/docs/gradio/copydata
Gradio - Copydata Docs
import gradio as gr def on_copy(copy_data: gr.CopyData): return f"Copied text: {copy_data.value}" with gr.Blocks() as demo: textbox = gr.Textbox("Hello World!") copied = gr.Textbox() textbox.copy(on_copy, None, copied) demo.launch()
Example Usage
https://gradio.app/docs/gradio/copydata
Gradio - Copydata Docs
Parameters ▼ value: Any The value that was copied.
Attributes
https://gradio.app/docs/gradio/copydata
Gradio - Copydata Docs
Interface is Gradio's main high-level class, and allows you to create a web-based GUI / demo around a machine learning model (or any Python function) in a few lines of code. You must specify three parameters: (1) the function to create a GUI for (2) the desired input components and (3) the desired output components. Additional parameters can be used to control the appearance and behavior of the demo.
Description
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
import gradio as gr def image_classifier(inp): return {'cat': 0.3, 'dog': 0.7} demo = gr.Interface(fn=image_classifier, inputs="image", outputs="label") demo.launch()
Example Usage
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
Parameters ▼ fn: Callable the function to wrap an interface around. Often a machine learning model's 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: str | Component | list[str | Component] | None a single Gradio component, or list of Gradio components. Components can either be passed as instantiated objects, or referred to by their string shortcuts. The number of input components should match the number of parameters in fn. If set to None, then only the output components will be displayed. outputs: str | Component | list[str | Component] | None a single Gradio component, or list of Gradio components. Components can either be passed as instantiated objects, or referred to by their string shortcuts. The number of output components should match the number of values returned by fn. If set to None, then only the input components will be displayed. examples: list[Any] | list[list[Any]] | str | None default `= None` sample inputs for the function; if provided, appear below the UI components and can be clicked to populate the interface. Should be nested list, in which the outer list consists of samples and each inner list consists of an input corresponding to each input component. A string path to a directory of examples can also be provided, but it should be within the directory with the python file running the gradio app. If there are multiple input components and a directory is provided, a log.csv file must be present in the directory to link corresponding inputs. cache_examples: bool | None default `= None` If True, caches examples in the server for fast runtime in examples. If "lazy", then examples are cached (for all users of the app) after their first use (by any user of the app). If None, will use
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
If True, caches examples in the server for fast runtime in examples. If "lazy", then examples are cached (for all users of the app) after their first use (by any user of the app). If None, will use the GRADIO_CACHE_EXAMPLES environment variable, which should be either "true" or "false". In HuggingFace Spaces, this parameter defaults to True (as long as `fn` and `outputs` are also provided). Note that examples are cached separately from Gradio's queue() so certain features, such as gr.Progress(), gr.Info(), gr.Warning(), etc. will not be displayed in Gradio's UI for cached examples. cache_mode: Literal['eager', 'lazy'] | None default `= None` if "lazy", examples are cached after their first use. If "eager", all examples are cached at app launch. If None, will use the GRADIO_CACHE_MODE environment variable if defined, or default to "eager". In HuggingFace Spaces, this parameter defaults to "eager" except for ZeroGPU Spaces, in which case it defaults to "lazy". examples_per_page: int default `= 10` if examples are provided, how many to display per page. example_labels: list[str] | None default `= None` a list of labels for each example. If provided, the length of this list should be the same as the number of examples, and these labels will be used in the UI instead of rendering the example values. preload_example: int | Literal[False] default `= 0` If an integer is provided (and examples are being cached eagerly and none of the input components have a developer-provided `value`), the example at that index in the examples list will be preloaded when the Gradio app is first loaded. If False, no example will be preloaded. live: bool default `= False` whether the interface should automatically rerun if any of the inputs change. title: str | I18nData | None default `= None` a title for the interface; if provided, appears above the input and output components in larg
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
tically rerun if any of the inputs change. title: str | I18nData | None default `= None` a title for the interface; if provided, appears above the input and output components in large font. Also used as the tab title when opened in a browser window. description: str | None default `= None` a description for the interface; if provided, appears above the input and output components and beneath the title in regular font. Accepts Markdown and HTML content. article: str | None default `= None` an expanded article explaining the interface; if provided, appears below the input and output components in regular font. Accepts Markdown and HTML content. If it is an HTTP(S) link to a downloadable remote file, the content of this file is displayed. flagging_mode: Literal['never'] | Literal['auto'] | Literal['manual'] | None default `= None` one of "never", "auto", or "manual". If "never" or "auto", users will not see a button to flag an input and output. If "manual", users will see a button to flag. If "auto", every input the user submits will be automatically flagged, along with the generated output. If "manual", both the input and outputs are flagged when the user clicks flag button. This parameter can be set with environmental variable GRADIO_FLAGGING_MODE; otherwise defaults to "manual". flagging_options: list[str] | list[tuple[str, str]] | None default `= None` if provided, allows user to select from the list of options when flagging. Only applies if flagging_mode is "manual". Can either be a list of tuples of the form (label, value), where label is the string that will be displayed on the button and value is the string that will be stored in the flagging CSV; or it can be a list of strings ["X", "Y"], in which case the values will be the list of strings and the labels will ["Flag as X", "Flag as Y"], etc. flagging_dir: str default `= ".gradio/flagged"` path to the di
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
s ["X", "Y"], in which case the values will be the list of strings and the labels will ["Flag as X", "Flag as Y"], etc. flagging_dir: str default `= ".gradio/flagged"` path to the directory where flagged data is stored. If the directory does not exist, it will be created. flagging_callback: FlaggingCallback | None default `= None` either None or an instance of a subclass of FlaggingCallback which will be called when a sample is flagged. If set to None, an instance of gradio.flagging.CSVLogger will be created and logs will be saved to a local CSV file in flagging_dir. Default to None. analytics_enabled: bool | None default `= None` whether to allow basic telemetry. If None, will use GRADIO_ANALYTICS_ENABLED environment variable if defined, or default to True. batch: bool default `= False` if True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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` the maximum number of inputs to batch together if this is called from the queue (only relevant if batch=True) api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` Controls the visibility of the prediction endpoint. Can be "public" (shown in API docs and callable), "private" (hidden from API docs and not callable), or "undocumented" (hidden from API docs but callable). api_name: str | None default `= None` defines how the prediction 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, the name of the function will be used.
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
ion 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, the name of the function will be used. api_description: str | None | Literal[False] default `= None` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. allow_duplication: bool default `= False` if True, then will show a 'Duplicate Spaces' button on Hugging Face Spaces. 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `.queue()`, which itself is 1 by default). additional_inputs: str | Component | list[str | Component] | None default `= None` a single Gradio component, or list of Gradio components. Components can either be passed as instantiated objects, or referred to by their string shortcuts. These components will be rendered in an accordion below the main input components. By default, no additional input components will be displayed. additional_inputs_accordion: str | Accordion | None default `= None` if a string is provided, this is the label of the `gr.Accordion` to use to contain additional inputs. A `gr.Accordion` object can be provided as well to configure other properties of the container holding the additional inputs. Defaults to a `gr.Accordion(label="Additional Inputs", open=False)`. This parameter is only used if `additional_inputs` is provide
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
gure other properties of the container holding the additional inputs. Defaults to a `gr.Accordion(label="Additional Inputs", open=False)`. This parameter is only used if `additional_inputs` is provided. submit_btn: str | Button default `= "Submit"` the button to use for submitting inputs. Defaults to a `gr.Button("Submit", variant="primary")`. This parameter does not apply if the Interface is output- only, in which case the submit button always displays "Generate". Can be set to a string (which becomes the button label) or a `gr.Button` object (which allows for more customization). stop_btn: str | Button default `= "Stop"` the button to use for stopping the interface. Defaults to a `gr.Button("Stop", variant="stop", visible=False)`. Can be set to a string (which becomes the button label) or a `gr.Button` object (which allows for more customization). clear_btn: str | Button | None default `= "Clear"` the button to use for clearing the inputs. Defaults to a `gr.Button("Clear", variant="secondary")`. Can be set to a string (which becomes the button label) or a `gr.Button` object (which allows for more customization). Can be set to None, which hides the button. delete_cache: tuple[int, int] | None default `= None` a tuple corresponding [frequency, age] both expressed in number of seconds. Every `frequency` seconds, the temporary files created by this Blocks instance will be deleted if more than `age` seconds have passed since the file was created. For example, setting this to (86400, 86400) will delete temporary files every day. The cache will be deleted entirely when the server restarts. If None, no cache deletion will occur. show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" o
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
`= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only shows the runtime display, "hidden" shows no progress animation at all fill_width: bool default `= False` whether to horizontally expand to fill container fully. If False, centers and constrains app to a maximum width. time_limit: int | None default `= 30` The time limit for the stream to run. Default is 30 seconds. Parameter only used for streaming images or audio if the interface is live and the input components are set to "streaming=True". stream_every: float default `= 0.5` The latency (in seconds) at which stream chunks are sent to the backend. Defaults to 0.5 seconds. Parameter only used for streaming images or audio if the interface is live and the input components are set to "streaming=True". deep_link: str | DeepLinkButton | bool | None default `= None` a string or `gr.DeepLinkButton` object that creates a unique URL you can use to share your app and all components **as they currently are** with others. Automatically enabled on Hugging Face Spaces unless explicitly set to False. validator: Callable | None default `= None` a function that takes in the inputs and can optionally return a gr.validate() object for each input.
Initialization
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
hello_worldhello_world_2hello_world_3
Demos
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
Methods
https://gradio.app/docs/gradio/interface
Gradio - Interface 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Interface.launch(···) Description ![](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
Gradio - Interface 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%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) Launches a simple web server that serves the demo. Can also be used to create a public link used by anyone to access the demo from their browser by setting share=True. Example Usage ![](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,
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) import gradio as gr def reverse(text): return text[::-1] demo = gr.Interface(reverse, "text", "text") demo.launch(share=True, auth=("username", "password")) Parameters ▼ inline: bool | None default `= None` whether to display in the gradio app 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 de
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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 gradio app. Creates an SSH tunnel to make your UI accessible from anywhere. If not provided, it is set to False by default every time, except when running in Google Colab. When localhost is not accessible (e.g. Google Colab), setting share=False is not supported. Can be set by environment variable GRADIO_SHARE=True. debug: bool default `= False` if True, blocks the main thread from running. If running in Google Colab, this is needed to print the errors in the cell output. max_threads: int default `= 40` the maximum number of total threads that the Gradio app can generate in parallel. The default is inherited from the starlette library (currently 40). auth: Callable[[str, str], bool] | tuple[str, str] | list[tuple[str, str]] | None default `= None` If provided, username and password (or list of username-password tuples) required to access app. Can also provide function that takes username and password and returns True if valid login. auth_message: str | None default `= None` If provided, HTML message provided on login page. prevent_thread_lock: bool default `= False` By default, the gradio app blocks the main thread while the server is running. If set to True, the gradio app will not block and the gradio server will terminate as soon as the script finishes. show_error: bool default `= False` If True, any errors in the gradio app will be displayed in 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 `= No
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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_NAME. If None, will use "127.0.0.1". server_port: int | None default `= None` will start gradio app on this port (if available). Can be set by environment variable GRADIO_SERVER_PORT. If None, will search for an available port starting at 7860. height: int default `= 500` The height in pixels of the iframe element containing the gradio app (used if inline=True) width: int | str default `= "100%"` The width in pixels of the iframe element containing the gradio app (used if inline=True) favicon_path: str | Path | None default `= None` If a path to a file (.png, .gif, or .ico) is provided, it will be used as the favicon for the web page. ssl_keyfile: str | None default `= None` If a path to a file is provided, will use this as the private key file to create a local server running on https. ssl_certfile: str | None default `= None` If a path to a file is provided, will use this as the signed certificate for https. Needs to be provided if ssl_keyfile is provided. ssl_keyfile_password: str | None default `= None` If a password is provided, will use this with the ssl certificate for https. ssl_verify: bool default `= True` If False, skips certificate validation which allows self-signed certificates to be used. quiet: bool default `= False` If True, suppresses most print statements. footer_links: 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
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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 None, all three links will be shown in the footer. An empty list means that no footer is shown. allowed_paths: list[str] | None default `= None` List of complete filepaths or parent directories that gradio is allowed to serve. Must be absolute paths. Warning: if you provide directories, any files in these directories or their subdirectories are accessible to all users of your app. Can be set by comma separated environment variable GRADIO_ALLOWED_PATHS. These files are generally assumed to be secure and will be displayed in the browser when possible. blocked_paths: list[str] | None default `= None` List of complete filepaths or parent directories that gradio is not allowed to serve (i.e. users of your app are not allowed to access). Must be absolute paths. Warning: takes precedence over `allowed_paths` and all other directories exposed by Gradio by default. Can be set by comma separated environment variable GRADIO_BLOCKED_PATHS. root_path: str | None default `= None` The root path (or "mount point") of the application, if it's not served from the root ("/") of the domain. Often used when the application is behind a reverse proxy that forwards requests to the application. For example, if the application is served at "https://example.com/myapp", the `root_path` should be set to "/myapp". A full URL beginning with http:// or https:// can be provided, which will be used as the root path in its entirety. Can 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
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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_session_capacity: int default `= 10000` The maximum number of sessions whose information to store in memory. If the number of sessions exceeds this number, the oldest sessions will be removed. Reduce capacity to reduce memory usage when using gradio.State or returning updated components from functions. Defaults to 10000. share_server_address: str | None default `= None` Use this to specify a custom FRP server and port for sharing Gradio apps (only applies if share=True). If not provided, will use the default FRP server at https://gradio.live. See https://github.com/huggingface/frp for more information. share_server_protocol: Literal['http', 'https'] | None default `= None` Use this to specify the protocol to use for the share links. Defaults to "https", unless a custom share_server_address is provided, in which case it defaults to "http". If you are using a custom share_server_address and want to use https, you must set this to "https". share_server_tls_certificate: str | None default `= None` The path to a TLS certificate file to use when connecting to a custom share server. This parameter is not used with the default FRP server at https://gradio.live. Otherwise, you must provide a valid TLS certificate file (e.g. a "cert.pem") relative to the current working directory, or the connection will not use TLS encryption, which is insecure. auth_dependency: Callable[[fastapi.Request], str | None] | 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
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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 used with `auth`. max_file_size: str | int | None default `= None` The maximum file size in bytes that can be uploaded. Can be a string of the form "<value><unit>", where value is any positive integer and unit is one of "b", "kb", "mb", "gb", "tb". If None, no limit is set. enable_monitoring: bool | None default `= None` Enables traffic monitoring of the app through the /monitoring endpoint. By default is None, which enables this endpoint. If explicitly True, will also print the monitoring URL to the console. If False, will disable monitoring altogether. strict_cors: bool default `= True` If True, prevents external domains from making requests to a Gradio server running on localhost. If False, allows requests to localhost that originate from localhost but also, crucially, from "null". This parameter should normally be True to prevent CSRF attacks but may need to be False when embedding a *locally-running Gradio app* using web components. node_server_name: str | None default `= None` node_port: int | None default `= None` ssr_mode: bool | None default `= None` If True, the Gradio app will be rendered using server-side rendering mode, which is typically more performant and provides better SEO, but this requires Node 20+ to be installed on the system. If False, the app will be rendered using client-side rendering mode. If None, will use GRADIO_SSR_MODE environment 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
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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. mcp_server: bool | None default `= None` If True, the Gradio app will be set up as an MCP server and documented functions will be added as MCP tools. If None (default behavior), then the GRADIO_MCP_SERVER environment variable will be used to determine if the MCP server should be enabled. i18n: I18n | None default `= None` An I18n instance containing custom translations, which are used to translate strings in our components (e.g. the labels of components or Markdown strings). This feature can only be used to translate static text in the frontend, not values in the backend. theme: Theme | str | None default `= None` A Theme object or a string representing a theme. If a string, will look for a built-in theme with that name (e.g. "soft" or "default"), or will attempt to load a theme from the Hugging Face Hub (e.g. "gradio/monochrome"). If None, will use the Default theme. css: str | None default `= None` Custom css as a code string. This css will be included in the demo webpage. css_paths: str | Path | list[str | Path] | None default `= None` Custom css as a pathlib.Path to a css file or a list of such paths. This css files will be read, concatenated, and included in the demo webpage. If the `css` parameter is also set, the css from `css` will be included first. js: str | Literal[True] | None default `= None` Custom js as a code string. The js code will automatically 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
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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. head_paths: str | Path | list[str | Path] | None default `= None` Custom html code as a pathlib.Path to a html file or a list of such paths. This html files will be read, concatenated, and included in the head of the demo webpage. If the `head` parameter is also set, the html from `head` will be included first.
launch
https://gradio.app/docs/gradio/interface
Gradio - Interface 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Interface.load(block, ···) Description ![](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,%2
load
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) This listener is triggered when the Interface initially loads in the browser. Parameters ▼ block: Block | None fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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 correspondin
load
https://gradio.app/docs/gradio/interface
Gradio - Interface 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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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 t
load
https://gradio.app/docs/gradio/interface
Gradio - Interface 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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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
load
https://gradio.app/docs/gradio/interface
Gradio - Interface 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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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_
load
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
PI 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 `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
load
https://gradio.app/docs/gradio/interface
Gradio - Interface 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Interface.from_pipeline(pipeline, ···) Description ![](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%20
from_pipeline
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%20260.8%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) Class method that constructs an Interface from a Hugging Face transformers.Pipeline or diffusers.DiffusionPipeline object. The input and output components are automatically determined from the pipeline. Example Usage ![](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\(Co
from_pipeline
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%2075.51%20376.1%20131.1C426.1%20181.1%20433.5%20260.8%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) import gradio as gr from transformers import pipeline pipe = pipeline("image-classification") gr.Interface.from_pipeline(pipe).launch() Parameters ▼ pipeline: Pipeline | DiffusionPipeline the pipeline object to use.
from_pipeline
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
ne object to use.
from_pipeline
https://gradio.app/docs/gradio/interface
Gradio - Interface 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Interface.integrate(···) Description ![](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,%20I
integrate
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%20392.4%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) A catch-all method for integrating with other libraries. This method should be run after launch() Parameters ▼ comet_ml: <class 'inspect._empty'> default `= None` If a comet_ml Experiment object is provided, will integrate with the experiment and appear on Comet dashboard 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`
integrate
https://gradio.app/docs/gradio/interface
Gradio - Interface 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
Gradio - Interface 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.%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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) gradio.Interface.queue(···) Description ![](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
Gradio - Interface 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%20318.3L391.3%20319.9C381%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) By enabling the queue you can control when users know their position in the queue, and set a limit on maximum number of events allowed. Example Usage ![](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.%20--%3e%3cpath%20d='M172.
queue
https://gradio.app/docs/gradio/interface
Gradio - Interface 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%20334.2%20361%20337.6%20346.7%20327.3C332.3%20317%20328.9%20297%20339.2%20282.7L340.3%20281.1C363.2%20249%20359.6%20205.1%20331.7%20177.2C300.3%20145.8%20249.2%20145.8%20217.7%20177.2L105.5%20289.5C73.99%20320.1%2073.99%20372%20105.5%20403.5C133.3%20431.4%20177.3%20435%20209.3%20412.1L210.9%20410.1C225.3%20400.7%20245.3%20404%20255.5%20418.4C265.8%20432.8%20262.5%20452.8%20248.1%20463.1L246.5%20464.2C188.1%20505.3%20110.2%20498.7%2060.21%20448.8C3.741%20392.3%203.741%20300.7%2060.21%20244.3L172.5%20131.1zM467.5%20380C411%20436.5%20319.5%20436.5%20263%20380C213%20330%20206.5%20251.2%20247.6%20193.7L248.7%20192.1C258.1%20177.8%20278.1%20174.4%20293.3%20184.7C307.7%20194.1%20311.1%20214.1%20300.8%20229.3L299.7%20230.9C276.8%20262.1%20280.4%20306.9%20308.3%20334.8C339.7%20366.2%20390.8%20366.2%20422.3%20334.8L534.5%20222.5C566%20191%20566%20139.1%20534.5%20108.5C506.7%2080.63%20462.7%2076.99%20430.7%2099.9L429.1%20101C414.7%20111.3%20394.7%20107.1%20384.5%2093.58C374.2%2079.2%20377.5%2059.21%20391.9%2048.94L393.5%2047.82C451%206.731%20529.8%2013.25%20579.8%2063.24C636.3%20119.7%20636.3%20211.3%20579.8%20267.7L467.5%20380z'/%3e%3c/svg%3e) demo = gr.Interface(image_generator, gr.Textbox(), gr.Image()) demo.queue(max_size=20) demo.launch() Parameters ▼ status_update_rate: float | Literal['auto'] default `= "auto"` If "auto", Queue will send status estimations to all clients whenever a job is finished. Otherwise Queue will 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, allowin
queue
https://gradio.app/docs/gradio/interface
Gradio - Interface 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` The maximum number of events the queue will store at any given moment. If the queue is full, new events will not be added and a user will receive a message saying that the queue is full. If None, the queue size will be unlimited. default_concurrency_limit: int | None | Literal['not_set'] default `= "not_set"` The default value of `concurrency_limit` to use for event listeners that don't specify a value. Can be set by environment variable GRADIO_DEFAULT_CONCURRENCY_LIMIT. Defaults to 1 if not set otherwise.
queue
https://gradio.app/docs/gradio/interface
Gradio - Interface Docs
Creates a dropdown of choices from which a single entry or multiple entries can be selected (as an input component) or displayed (as an output component).
Description
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
**As input component** : Passes the value of the selected dropdown choice as a `str | int | float` or its index as an `int` into the function, depending on `type`. Or, if `multiselect` is True, passes the values of the selected dropdown choices as a list of corresponding values/indices instead. Your function should accept one of these types: def predict( value: str | int | float | list[str | int | float] | list[int | None] | None ) ... **As output component** : Expects a `str | int | float` corresponding to the value of the dropdown entry to be selected. Or, if `multiselect` is True, expects a `list` of values corresponding to the selected dropdown entries. Your function should return one of these types: def predict(···) -> str | int | float | list[str | int | float] | None ... return value
Behavior
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
Parameters ▼ choices: list[str | int | float | tuple[str, str | int | float]] | None default `= None` a list of string or numeric options to choose from. An option can also be a tuple of the form (name, value), where name is the displayed name of the dropdown choice and value is the value to be passed to the function, or returned by the function. value: str | int | float | list[str | int | float] | Callable | DefaultValue | None default `= DefaultValue()` the value selected in dropdown. If `multiselect` is true, this should be list, otherwise a single string or number from among `choices`. By default, the first choice in `choices` is initally selected. If set explicitly to None, no value is initally selected. If a function is provided, the function will be called each time the app loads to set the initial value of this component. type: Literal['value', 'index'] default `= "value"` type of value to be returned by component. "value" returns the string of the choice selected, "index" returns the index of the choice selected. multiselect: bool | None default `= None` if True, multiple choices can be selected. allow_custom_value: bool default `= False` if True, allows user to enter a custom value that is not in the list of choices. max_choices: int | None default `= None` maximum number of choices that can be selected. If None, no limit is enforced. filterable: bool default `= True` if True, user will be able to type into the dropdown and filter the choices by typing. Can only be set to False if `allow_custom_value` is False. label: str | I18nData | None default `= None` the label for this component, displayed above the component if `show_label` is `True` and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this compon
Initialization
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
`show_label` is `True` and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component corresponds to. info: str | I18nData | None default `= None` additional component description, appears below the label in smaller font. Supports markdown / HTML syntax. every: Timer | float | None default `= None` continously calls `value` to recalculate it if `value` is a function (has no effect 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 otherwise). `value` is recalculated any time the inputs change. show_label: bool | None default `= None` if True, will display label. container: bool default `= True` if True, will place the component in a container - providing some extra padding around the border. scale: int | None default `= None` relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True. min_width: int default `= 160` minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first. interactive: bool | None default `= None` if True, choices in this dropdown will be selectable; if False, selection will be disabled. If not provided, this is inferred based on whether the component is used as an input or output.
Initialization
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
ne` if True, choices in this dropdown will be selectable; if False, selection will be disabled. If not provided, this is inferred based on whether the component is used as an input or output. visible: bool | Literal['hidden'] default `= True` If False, component will be hidden. If "hidden", component will be visually hidden and not take up space in the layout but still exist in the DOM elem_id: str | None default `= None` an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles. elem_classes: list[str] | str | None default `= None` an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles. render: bool default `= True` if False, component will not be 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` preserved_by_key: list[str] | str | None default `= "value"`
Initialization
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
Class| Interface String Shortcut| Initialization ---|---|--- `gradio.Dropdown`| "dropdown"| Uses default values
Shortcuts
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
sentence_builder
Demos
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown 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 Dropdown component supports the following event listeners. Each event listener takes the same parameters, which are listed in the Event Parameters table below. Listener| Description ---|--- `Dropdown.change(fn, ···)`| Triggered when the value of the Dropdown changes either because of user input (e.g. a user types in a textbox) OR because of a function update (e.g. an image receives a value from the output of an event trigger). See `.input()` for a listener that is only triggered by user input. `Dropdown.input(fn, ···)`| This listener is triggered when the user changes the value of the Dropdown. `Dropdown.select(fn, ···)`| Event listener for when the user selects or deselects the Dropdown. Uses event data gradio.SelectData to carry `value` referring to the label of the Dropdown, and `selected` to refer to state of the Dropdown. See EventData documentation on how to use this event data `Dropdown.focus(fn, ···)`| This listener is triggered when the Dropdown is focused. `Dropdown.blur(fn, ···)`| This listener is triggered when the Dropdown is unfocused/blurred. `Dropdown.key_up(fn, ···)`| This listener is triggered when the user presses a key while the Dropdown is focused. Event Parameters Parameters ▼ fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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 | Bl
Event Listeners
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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 componen
Event Listeners
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
ess_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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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 fo
Event Listeners
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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 defa
Event Listeners
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
y be set to "private". time_limit: int | None default `= None` stream_every: float default `= 0.5` key: int | str | tuple[int | str, ...] | None default `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
Event Listeners
https://gradio.app/docs/gradio/dropdown
Gradio - Dropdown Docs
Displays an interactive table of parameters and their descriptions and default values with syntax highlighting. For each parameter, the user should provide a type (e.g. a `str`), a human-readable description, and a default value. As this component does not accept user input, it is rarely used as an input component. Internally, this component is used to display the parameters of components in the Custom Component Gallery (<https://www.gradio.app/custom- components/gallery).>
Description
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
**As input component** : (Rarely used) passes value as a `dict[str, dict]`. The key in the outer dictionary is the parameter name, while the inner dictionary has keys "type", "description", and "default" for each parameter. Your function should accept one of these types: def predict( value: dict[str, Parameter] ) ... **As output component** : Expects value as a `dict[str, dict]`. The key in the outer dictionary is the parameter name, while the inner dictionary has keys "type", "description", and "default" for each parameter. Your function should return one of these types: def predict(···) -> dict[str, Parameter] ... return value
Behavior
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
Parameters ▼ value: dict[str, Parameter] | None default `= None` A dictionary of dictionaries. The key in the outer dictionary is the parameter name, while the inner dictionary has keys "type", "description", and "default" for each parameter. Markdown links are supported in "description". language: Literal['python', 'typescript'] default `= "python"` The language to display the code in. One of "python" or "typescript". linkify: list[str] | None default `= None` A list of strings to linkify. If any of these strings is found in the description, it will be rendered as a link. every: Timer | float | None default `= None` Continously calls `value` to recalculate it if `value` is a function (has no effect 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 otherwise). `value` is recalculated any time the inputs change. render: bool default `= True` If False, component will not render be 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 component. Properties set in 'preserved_by_key' are not reset across a re-render. preserved_by_key: list[str] | str | None default `= "value"` A list of parameters from this component's constructor. Inside a gr.render() function, if a component is re-rendered with the same key, these (and only these) parameters will be preserved in the UI (if they have been changed by the user or an event listener) instead of re
Initialization
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
er() function, if a component is re-rendered with the same key, these (and only these) parameters will be preserved in the UI (if they have been changed by the user or an event listener) instead of re-rendered based on the values provided during constructor. header: str | None default `= "Parameters"` The header to display above the table of parameters, also includes a toggle button that closes/opens all details at once. If None, no header will be displayed. anchor_links: bool | str default `= False` If True, creates anchor links for each parameter that can be used to link directly to that parameter. If a string, creates anchor links with the given string as the prefix to prevent conflicts with other ParamViewer components. max_height: int | str | None default `= None` The maximum height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. If content exceeds the height, the parameter table will scroll vertically while the header remains fixed in place. If content is shorter than the height, the component will shrink to fit the content.
Initialization
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
Class| Interface String Shortcut| Initialization ---|---|--- `gradio.ParamViewer`| "paramviewer"| Uses default values
Shortcuts
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer 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 ParamViewer component supports the following event listeners. Each event listener takes the same parameters, which are listed in the Event Parameters table below. Listener| Description ---|--- `ParamViewer.change(fn, ···)`| Triggered when the value of the ParamViewer changes either because of user input (e.g. a user types in a textbox) OR because of a function update (e.g. an image receives a value from the output of an event trigger). See `.input()` for a listener that is only triggered by user input. `ParamViewer.upload(fn, ···)`| This listener is triggered when the user uploads a file into the ParamViewer. Event Parameters Parameters ▼ fn: Callable | None | Literal['decorator'] default `= "decorator"` the function to call when this event is triggered. Often a machine learning model's 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[Component | BlockContext] | None default `= None` List of gradio.components to use as inputs. If the function takes no inputs, this should be an empty list. outputs: Component | BlockContext | list[Component | BlockContext] | Set[Component | BlockContext] | None default `= None` List of gradio.components to use as outputs. If the function returns no outputs, this should be an empty list. api_name: str | None default `= None` defines how the endpoint appears in the API docs. Can be a string or None. If set to a string,
Event Listeners
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
returns no outputs, this should be an empty list. api_name: str | None default `= None` 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` Description of the API endpoint. Can be a string, None, or False. If set to a string, the endpoint will be exposed in the API docs with the given description. If None, the function's docstring will be used as the API endpoint description. If False, then no description will be displayed in the API docs. scroll_to_output: bool default `= False` If True, will scroll to output component on completion show_progress: Literal['full', 'minimal', 'hidden'] default `= "full"` how to show the progress animation while event is running: "full" shows a spinner which covers the output component area as well as a runtime display in the upper right corner, "minimal" only 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. queue: bool default `= True` If True, will place the request on the queue, if the queue has been enabled. If False, will not put this event on the queue, even if the queue has been enabled. If None, will use the queue setting of the gradio app. batch: bool default `= False` If True, then the function should process a batch of inputs, meaning that it should accept a list of input values for each parameter. The lists should be of equal length (and be up to length `max_batch_size`). The function is then *required* to return a tuple of l
Event Listeners
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
ning that it should accept a list of input values for each parameter. The lists should be of equal length (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 called from the queue (only relevant if batch=True) preprocess: bool default `= True` If False, will not run preprocessing of component data before running 'fn' (e.g. leaving it as a base64 string if this method is called with the `Image` component). postprocess: bool default `= True` If False, will not run postprocessing of component data before returning 'fn' output to the browser. cancels: dict[str, Any] | list[dict[str, Any]] | None default `= None` A list of other events to cancel when this listener is triggered. For example, setting cancels=[click_event] will cancel the click_event, where click_event is the return value of another components .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 `.change()`) would not allow any submissions while an event is pending. If set to "multiple", unlimited submissions are allowed while pending, and "always_last" (default for `.change()` and `.key_up()` events) would allow a second submission after the pending event is complete. js: str | Literal[True] | None default `= None` Optional frontend js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', return should be a list of values for output components. concurrency_limit
Event Listeners
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
end js method to run before running 'fn'. Input arguments for js method are values of 'inputs' and 'outputs', 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 running simultaneously). Set to "default" to use the default concurrency limit (defined by the `default_concurrency_limit` parameter in `Blocks.queue()`, which itself is 1 by default). concurrency_id: str | None default `= None` If set, this is the id of the concurrency group. Events with the same concurrency_id will be limited by the lowest set concurrency_limit. api_visibility: Literal['public', 'private', 'undocumented'] default `= "public"` controls the visibility and accessibility of this endpoint. Can be "public" (shown in API docs and callable by clients), "private" (hidden from API docs and not callable by clients), or "undocumented" (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 `= None` A unique key for this event listener to be used in @gr.render(). If set, this value identifies an event as identical across re-renders when the key is identical. validator: Callable | None default `= None` Optional validation function to run before the main function. If provided, this function will be executed first with queue=False, and only if it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
Event Listeners
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
it completes successfully will the main function be called. The validator receives the same inputs as the main function and should return a `gr.validate()` for each input value.
Event Listeners
https://gradio.app/docs/gradio/paramviewer
Gradio - Paramviewer Docs
When gr.EventData or one of its subclasses is added as a type hint to an argument of a prediction function, a gr.EventData object will automatically be passed as the value of that argument. The attributes of this object contains information about the event that triggered the listener. The gr.EventData object itself contains a `.target` attribute that refers to the component that triggered the event, while subclasses of gr.EventData contains additional attributes that are different for each class.
Description
https://gradio.app/docs/gradio/eventdata
Gradio - Eventdata Docs
import gradio as gr with gr.Blocks() as demo: table = gr.Dataframe([[1, 2, 3], [4, 5, 6]]) gallery = gr.Gallery([("cat.jpg", "Cat"), ("dog.jpg", "Dog")]) textbox = gr.Textbox("Hello World!") statement = gr.Textbox() def on_select(value, evt: gr.EventData): return f"The {evt.target} component was selected, and its value was {value}." table.select(on_select, table, statement) gallery.select(on_select, gallery, statement) textbox.select(on_select, textbox, statement) demo.launch()
Example Usage
https://gradio.app/docs/gradio/eventdata
Gradio - Eventdata Docs
Parameters ▼ target: Block | None The component object that triggered the event. Can be used to distinguish multiple components bound to the same listener.
Attributes
https://gradio.app/docs/gradio/eventdata
Gradio - Eventdata Docs
gallery_selectionstictactoe
Demos
https://gradio.app/docs/gradio/eventdata
Gradio - Eventdata Docs
Column is a layout element within Blocks that renders all children vertically. The widths of columns can be set through the `scale` and `min_width` parameters. If a certain scale results in a column narrower than min_width, the min_width parameter will win.
Description
https://gradio.app/docs/gradio/column
Gradio - Column Docs
with gr.Blocks() as demo: with gr.Row(): with gr.Column(scale=1): text1 = gr.Textbox() text2 = gr.Textbox() with gr.Column(scale=4): btn1 = gr.Button("Button 1") btn2 = gr.Button("Button 2")
Example Usage
https://gradio.app/docs/gradio/column
Gradio - Column Docs
Parameters ▼ scale: int default `= 1` relative width compared to adjacent Columns. For example, if Column A has scale=2, and Column B has scale=1, A will be twice as wide as B. min_width: int default `= 320` minimum pixel width of Column, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in a column narrower than min_width, the min_width parameter will be respected first. variant: Literal['default', 'panel', 'compact'] default `= "default"` column type, 'default' (no background), 'panel' (gray background color and rounded corners), or 'compact' (rounded corners and no internal gap). visible: bool | Literal['hidden'] default `= True` If False, column will be hidden. elem_id: str | None default `= None` An optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles. elem_classes: list[str] | str | None default `= None` An optional string or list of strings that are assigned as the class of this component in the HTML DOM. Can be used for targeting CSS styles. render: bool default `= True` If False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later. show_progress: bool default `= False` If True, shows progress animation when being updated. 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 component. Properties set in 'preserved_by_key' are not reset across a re-render. preserved_by_key: list[str] | str | None default `= None` A list of parameters from this component's constructor. Inside a gr.render() function, if a component is re-rendered with the same key, these (and
Initialization
https://gradio.app/docs/gradio/column
Gradio - Column Docs
ved_by_key: list[str] | str | None default `= None` A list of parameters from this component's constructor. Inside a gr.render() function, if a component is re-rendered with the same key, these (and only these) parameters will be preserved in the UI (if they have been changed by the user or an event listener) instead of re-rendered based on the values provided during constructor.
Initialization
https://gradio.app/docs/gradio/column
Gradio - Column Docs
A TabbedInterface is created by providing a list of Interfaces or Blocks, each of which gets rendered in a separate tab. Only the components from the Interface/Blocks will be rendered in the tab.
Description
https://gradio.app/docs/gradio/tabbedinterface
Gradio - Tabbedinterface Docs
Parameters ▼ interface_list: list[Blocks] A list of Interfaces (or Blocks) to be rendered in the tabs. tab_names: list[str] | None default `= None` A list of tab names. If None, the tab names will be "Tab 1", "Tab 2", etc. title: str | None default `= None` The tab title to display when this demo is opened in a browser window. analytics_enabled: bool | None default `= None` Whether to allow basic telemetry. If None, will use GRADIO_ANALYTICS_ENABLED environment variable or default to True.
Initialization
https://gradio.app/docs/gradio/tabbedinterface
Gradio - Tabbedinterface Docs