Introducing Gradio ClientsJoin us on Thursday, 9am PST
LivestreamIntroducing Gradio ClientsJoin us on Thursday, 9am PST
LivestreamNew to Gradio? Start here: Getting Started
See the Release History
gradio_client.Client(···)
from gradio_client import Client
client = Client("abidlabs/whisper-large-v2") # connecting to a Hugging Face Space
client.predict("test.mp4", api_name="/predict")
>> What a nice recording! # returns the result of the remote API call
client = Client("https://bec81a83-5b5c-471e.gradio.live") # connecting to a temporary Gradio share URL
job = client.submit("hello", api_name="/predict") # runs the prediction in a background thread
job.result()
>> 49 # returns the result of the remote API call (blocking call)
Parameter | Description |
---|---|
src str required | Either the name of the Hugging Face Space to load, (e.g. "abidlabs/whisper-large-v2") or the full URL (including "http" or "https") of the hosted Gradio app to load (e.g. "http://mydomain.com/app" or "https://bec81a83-5b5c-471e.gradio.live/"). |
hf_token str | None default: None | The Hugging Face token to use to access private Spaces. Automatically fetched if you are logged in via the Hugging Face Hub CLI. Obtain from: https://huggingface.co/settings/token |
max_workers int default: 40 | The maximum number of thread workers that can be used to make requests to the remote Gradio app simultaneously. |
verbose bool default: True | Whether the client should print statements to the console. |
auth tuple[str, str] | None default: None | |
headers dict[str, str] | None default: None | Additional headers to send to the remote Gradio app on every request. By default only the HF authorization and user-agent headers are sent. This parameter will override the default headers if they have the same keys. |
download_files str | Path | Literal[False] default: "/tmp/gradio" | Directory where the client should download output files on the local machine from the remote API. By default, uses the value of the GRADIO_TEMP_DIR environment variable which, if not set by the user, is a temporary directory on your machine. If False, the client does not download files and returns a FileData dataclass object with the filepath on the remote machine instead. |
ssl_verify bool default: True | If False, skips certificate validation which allows the client to connect to Gradio apps that are using self-signed certificates. |
Event listeners allow you to capture and 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.
The Client component supports the following event listeners. Each event listener takes the same parameters, which are listed in the Event Arguments table below.
Listener | Description |
---|---|
| Calls the Gradio API and returns the result (this is a blocking call). <br> |
| Creates and returns a Job object which calls the Gradio API in a background thread. The job can be used to retrieve the status and result of the remote API call. <br> |
| Prints the usage info for the API. If the Gradio app has multiple API endpoints, the usage info for each endpoint will be printed separately. If return_format="dict" the info is returned in dictionary format, as shown in the example below. <br> |
| Duplicates a Hugging Face Space under your account and returns a Client object for the new Space. No duplication is created if the Space already exists in your account (to override this, provide a new name for the new Space using |
| Deploy the upstream app as a discord bot. Currently only supports gr.ChatInterface. |
Parameter | Description |
---|---|
args <class 'inspect._empty'> required | The arguments to pass to the remote API. The order of the arguments must match the order of the inputs in the Gradio app. |
api_name str | None default: None | The name of the API endpoint to call starting with a leading slash, e.g. "/predict". Does not need to be provided if the Gradio app has only one named API endpoint. |
fn_index int | None default: None | As an alternative to api_name, this parameter takes the index of the API endpoint to call, e.g. 0. Both api_name and fn_index can be provided, but if they conflict, api_name will take precedence. |