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書名： IPython Interactive Computing and Visualization Cookbook（Second Edition）
作者名： Cyrille Rossant
本章字數： 526字
更新時間： 2021-07-02 16:23:33

Creating custom Jupyter Notebook widgets in Python, HTML, and JavaScript

The ipywidgets packages provides many built-in control widgets to interact with code and data in the Jupyter Notebook. In this recipe, we show how to build a custom interactive widget from scratch, using Python on the kernel side, and HTML/JavaScript on the client side (frontend). The widget just displays two buttons to increase and decrease a number. The number can be accessed and updated either from the kernel (Python code) or the client (browser).

How to do it...

Let's import the packages:

>>> import ipywidgets as widgets
    from traitlets import Unicode, Int, validate

We create a CounterWidget class deriving from DOMWidget:
```
>>> class CounterWidget(widgets.DOMWidget):
        _view_name = Unicode('CounterView').tag(sync=True)
        _view_module = Unicode('counter').tag(sync=True)
        value = Int(0).tag(sync=True)
```
This class represents the Python part of the widget. The _view_name and _view_module attributes refer to the name and module of the JavaScript part. We use the traitlets package to specify the type of the variables. The value attribute is the counter value, an integer initialized at 0. All of these attributes' values are synchronized between Python and JavaScript, hence the sync=True option.

We now turn to the JavaScript side of the widget. We can write the code directly in the notebook using the %%javascript cell magic. The widget framework relies on several JavaScript libraries: jQuery (represented as the $ variable), RequireJS (modules and dependencies), and Backbone.js (a model view controller framework):

>>> %%javascript
    // We make sure the 'counter' module is defined
    // only once.
    require.undef('counter');
    
    // We define the 'counter' module depending on the
    // Jupyter widgets framework.
    define('counter', ["@jupyter-widgets/base"],
           function(widgets) {
    
        // We create the CounterView frontend class,
        // deriving from DOMWidgetView.
        var CounterView = widgets.DOMWidgetView.extend({
    
            // This method creates the HTML widget.
            render: function() {
                // The value_changed() method should be
                // called when the model's value changes
                // on the kernel side.
                this.value_changed();
                this.model.on('change:value',
                              this.value_changed, this);
    
                var model = this.model;
                var that = this;
    
                // We create the plus and minus buttons.
                this.bm = $('<button/>')
                .text('-')
                .click(function() {
                    // When the button is clicked,
                    // the model's value is updated.
                    var x = model.get('value');
                    model.set('value', x - 1);
                    that.touch();
                });
    
                this.bp = $('<button/>')
                .text('+')
                .click(function() {
                    var x = model.get('value');
                    model.set('value', x + 1);
                    that.touch();
                });
    
                // This element displays the current
                // value of the counter.
                this.span = $('<span />')
                .text('0')
                .css({marginLeft: '10px',
                      marginRight: '10px'});
    
                // this.el represents the widget's DOM
                // element. We add the minus button,
                // the span element, and the plus button.
                $(this.el)
                .append(this.bm)
                .append(this.span)
                .append(this.bp);
            },
    
            value_changed: function() {
                // Update the displayed number when the
                // counter's value changes.
                var x = this.model.get('value');
                $($(this.el).children()[1]).text(x);
            },
        });
    
        return {
            CounterView : CounterView
        };
    });

Let's display the widget:
```
>>> w = CounterWidget()
    w
```
Pressing the buttons updates the value immediately.

Custom widget
The counter's value is automatically updated on the kernel side:
```
>>> print(w.value)
4
```
Conversely, we can update the value from Python, and it is updated in the frontend:
```
>>> w.value = 5
```

There's more...

Here are a few references:

Custom widget tutorial at https://ipywidgets.readthedocs.io/en/stable/examples/Widget%20Custom.html
RequireJS library at http://requirejs.org/
Backbone.js library at http://backbonejs.org/

官术网_书友最值得收藏!

Creating custom Jupyter Notebook widgets in Python, HTML, and JavaScript

How to do it...

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See also

官术网_书友最值得收藏!

IPython Interactive Computing and Visualization Cookbook（Second Edition）

Creating custom Jupyter Notebook widgets in Python, HTML, and JavaScript

How to do it...

There's more...

See also