What's New in Gradio 4.0?


Custom ComponentsNEW


Controlling Layout

By default, Components in Blocks are arranged vertically. Let’s take a look at how we can rearrange Components. Under the hood, this layout structure uses the flexbox model of web development.


Elements within a with gr.Row clause will all be displayed horizontally. For example, to display two Buttons side by side:

with gr.Blocks() as demo:
    with gr.Row():
        btn1 = gr.Button("Button 1")
        btn2 = gr.Button("Button 2")

To make every element in a Row have the same height, use the equal_height argument of the style method.

with gr.Blocks() as demo:
    with gr.Row(equal_height=True):
        textbox = gr.Textbox()
        btn2 = gr.Button("Button 2")

The widths of elements in a Row can be controlled via a combination of scale and min_width arguments that are present in every Component.

  • scale is an integer that defines how an element will take up space in a Row. If scale is set to 0, and element will not expand to take up space. If scale is set to 1 or greater, the element well expand. Multiple elements in a row will expand proportional to their scale. Below, btn1 will expand twice as much as btn2, while btn0 will not expand at all:
with gr.Blocks() as demo:
    with gr.Row():
        btn0 = gr.Button("Button 0", scale=0)
        btn1 = gr.Button("Button 1", scale=1)
        btn2 = gr.Button("Button 2", scale=2)
  • min_width will set the minimum width the element will take. The Row will wrap if there isn’t sufficient space to satisfy all min_width values.

Learn more about Rows in the docs.

Columns and Nesting

Components within a Column will be placed vertically atop each other. Since the vertical layout is the default layout for Blocks apps anyway, to be useful, Columns are usually nested within Rows. For example:

import gradio as gr

with gr.Blocks() as demo:
    with gr.Row():
        text1 = gr.Textbox(label="t1")
        slider2 = gr.Textbox(label="s2")
        drop3 = gr.Dropdown(["a", "b", "c"], label="d3")
    with gr.Row():
        with gr.Column(scale=1, min_width=600):
            text1 = gr.Textbox(label="prompt 1")
            text2 = gr.Textbox(label="prompt 2")
            inbtw = gr.Button("Between")
            text4 = gr.Textbox(label="prompt 1")
            text5 = gr.Textbox(label="prompt 2")
        with gr.Column(scale=2, min_width=600):
            img1 = gr.Image("images/cheetah.jpg")
            btn = gr.Button("Go")


See how the first column has two Textboxes arranged vertically. The second column has an Image and Button arranged vertically. Notice how the relative widths of the two columns is set by the scale parameter. The column with twice the scale value takes up twice the width.

Learn more about Columns in the docs.

Tabs and Accordions

You can also create Tabs using the with gr.Tab('tab_name'): clause. Any component created inside of a with gr.Tab('tab_name'): context appears in that tab. Consecutive Tab clauses are grouped together so that a single tab can be selected at one time, and only the components within that Tab’s context are shown.

For example:

import numpy as np
import gradio as gr

def flip_text(x):
    return x[::-1]

def flip_image(x):
    return np.fliplr(x)

with gr.Blocks() as demo:
    gr.Markdown("Flip text or image files using this demo.")
    with gr.Tab("Flip Text"):
        text_input = gr.Textbox()
        text_output = gr.Textbox()
        text_button = gr.Button("Flip")
    with gr.Tab("Flip Image"):
        with gr.Row():
            image_input = gr.Image()
            image_output = gr.Image()
        image_button = gr.Button("Flip")

    with gr.Accordion("Open for More!"):
        gr.Markdown("Look at me...")

    text_button.click(flip_text, inputs=text_input, outputs=text_output)
    image_button.click(flip_image, inputs=image_input, outputs=image_output)


Also note the gr.Accordion('label') in this example. The Accordion is a layout that can be toggled open or closed. Like Tabs, it is a layout element that can selectively hide or show content. Any components that are defined inside of a with gr.Accordion('label'): will be hidden or shown when the accordion’s toggle icon is clicked.

Learn more about Tabs and Accordions in the docs.


Both Components and Layout elements have a visible argument that can set initially and also updated. Setting gr.Column(visible=...) on a Column can be used to show or hide a set of Components.

import gradio as gr

with gr.Blocks() as demo:
    error_box = gr.Textbox(label="Error", visible=False)

    name_box = gr.Textbox(label="Name")
    age_box = gr.Number(label="Age", minimum=0, maximum=100)
    symptoms_box = gr.CheckboxGroup(["Cough", "Fever", "Runny Nose"])
    submit_btn = gr.Button("Submit")

    with gr.Column(visible=False) as output_col:
        diagnosis_box = gr.Textbox(label="Diagnosis")
        patient_summary_box = gr.Textbox(label="Patient Summary")

    def submit(name, age, symptoms):
        if len(name) == 0:
            return {error_box: gr.Textbox(value="Enter name", visible=True)}
        return {
            output_col: gr.Column(visible=True),
            diagnosis_box: "covid" if "Cough" in symptoms else "flu",
            patient_summary_box: f"{name}, {age} y/o",

        [name_box, age_box, symptoms_box],
        [error_box, diagnosis_box, patient_summary_box, output_col],


Variable Number of Outputs

By adjusting the visibility of components in a dynamic way, it is possible to create demos with Gradio that support a variable numbers of outputs. Here’s a very simple example where the number of output textboxes is controlled by an input slider:

import gradio as gr

max_textboxes = 10

def variable_outputs(k):
    k = int(k)
    return [gr.Textbox(visible=True)]*k + [gr.Textbox(visible=False)]*(max_textboxes-k)

with gr.Blocks() as demo:
    s = gr.Slider(1, max_textboxes, value=max_textboxes, step=1, label="How many textboxes to show:")
    textboxes = []
    for i in range(max_textboxes):
        t = gr.Textbox(f"Textbox {i}")

    s.change(variable_outputs, s, textboxes)

if __name__ == "__main__":

Defining and Rendering Components Separately

In some cases, you might want to define components before you actually render them in your UI. For instance, you might want to show an examples section using gr.Examples above the corresponding gr.Textbox input. Since gr.Examples requires as a parameter the input component object, you will need to first define the input component, but then render it later, after you have defined the gr.Examples object.

The solution to this is to define the gr.Textbox outside of the gr.Blocks() scope and use the component’s .render() method wherever you’d like it placed in the UI.

Here’s a full code example:

input_textbox = gr.Textbox()

with gr.Blocks() as demo:
    gr.Examples(["hello", "bonjour", "merhaba"], input_textbox)