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doc/how_to/custom_components/python/create_custom_widget.md
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# Build a Widget in Python | ||
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In this guide we will demonstrate how to create a custom widget that enables users to select a list of features and set their values entirely in Python. | ||
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We will leverage the `PyComponent` class to construct this custom widget. The `PyComponent` allows us to combine multiple Panel components into a more complex and functional widget. The resulting class will combine a `MultiSelect` widget with a dynamic number of `FloatInput` widgets. | ||
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## Code Overview | ||
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Below is the complete implementation of the `FeatureInput` custom widget: | ||
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```{pyodide} | ||
import panel as pn | ||
import param | ||
from panel.widgets.base import WidgetBase | ||
from panel.custom import PyComponent | ||
class FeatureInput(WidgetBase, PyComponent): | ||
""" | ||
The `FeatureInput` enables a user to select from a list of features and set their values. | ||
""" | ||
value = param.Dict( | ||
doc="The names of the features selected and their set values", allow_None=False | ||
) | ||
features = param.Dict( | ||
doc="The names of the available features and their default values" | ||
) | ||
selected_features = param.ListSelector( | ||
doc="The list of selected features" | ||
) | ||
_selected_widgets = param.ClassSelector( | ||
class_=pn.Column, doc="The widgets used to edit the selected features" | ||
) | ||
def __init__(self, **params): | ||
params["value"] = params.get("value", {}) | ||
params["features"] = params.get("features", {}) | ||
params["selected_features"] = params.get("selected_features", []) | ||
params["_selected_widgets"] = self.param._selected_widgets.class_() | ||
super().__init__(**params) | ||
selected_features_widget = pn.widgets.MultiChoice.from_param( | ||
self.param.selected_features, sizing_mode="stretch_width" | ||
) | ||
def __panel__(self): | ||
return pn.Column(selected_features_widget, self._selected_widgets) | ||
@param.depends("features", watch=True, on_init=True) | ||
def _reset_selected_features(self): | ||
selected_features = [] | ||
for feature in self.selected_features.copy(): | ||
if feature in self.features.copy(): | ||
selected_features.append(feature) | ||
self.param.selected_features.objects = list(self.features) | ||
self.selected_features = selected_features | ||
@param.depends("selected_features", watch=True, on_init=True) | ||
def _handle_selected_features_change(self): | ||
org_value = self.value | ||
self._update_selected_widgets(org_value) | ||
self._update_value() | ||
def _update_value(self, *args): # pylint: disable=unused-argument | ||
new_value = {} | ||
for widget in self._selected_widgets: | ||
new_value[widget.name] = widget.value | ||
self.value = new_value | ||
def _update_selected_widgets(self, org_value): | ||
new_widgets = {} | ||
for feature in self.selected_features: | ||
value = org_value.get(feature, self.features[feature]) | ||
widget = self._new_widget(feature, value) | ||
new_widgets[feature] = widget | ||
self._selected_widgets[:] = list(new_widgets.values()) | ||
def _new_widget(self, feature, value): | ||
widget = pn.widgets.FloatInput( | ||
name=feature, value=value, sizing_mode="stretch_width" | ||
) | ||
pn.bind(self._update_value, widget, watch=True) | ||
return widget | ||
``` | ||
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This is a lot to take in so let us break it down into a few pieces: | ||
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### Inheritance | ||
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The `FeatureInput` class inherits from `pn.custom.PyComponent` and `pn.widgets.WidgetBase`. This multiple inheritance structure allows us to create custom components that behave one of the three core component types that Panel defines `Widget`, `Pane` and `Panel` (i.e. a layout). You should always inherit from the component type base class first, i.e. `WidgetBase` in this case and the component implementation class second, i.e. `PyComponent` in this case. | ||
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### Parameter Definitions | ||
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It defines the following parameters: | ||
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- `value`: A dictionary that stores the selected features and their corresponding values. | ||
- `features`: A dictionary of available features and their default values. | ||
- `selected_features`: The list of features that have been selected. | ||
- `_selected_widgets`: A "private" column layout that contains the widgets for editing the selected features. | ||
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### State handling | ||
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The two most important methods in configuring state are the constructor (`__init__`) and the (`__panel__`) method which will be invoked to create the component lazily at render time. | ||
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#### Constructor | ||
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In the `__init__` method, we initialize the widget parameters and create a `MultiChoice` widget for selecting features. We also set up a column to hold the selected feature widgets. | ||
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#### `__panel__` | ||
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`PyComponent` classes must define a `__panel__` method which tells Panel how the component should be rendered. Here we return a layout of the `MultiSelect` and a column containing the selected features. | ||
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#### Syncing state | ||
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We use `@param.depends` decorators to define methods that react to changes in the `features` and `selected_features` parameters: | ||
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- `_reset_selected_features`: Ensures that only available features are selected. | ||
- `_handle_selected_features_change`: Updates the widgets and the `value` parameter when the selected features change. | ||
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#### Widget Updates | ||
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The `_update_value` method updates the `value` parameter based on the current values of the feature widgets. The `_update_selected_widgets` method creates and updates the widgets for the selected features. | ||
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## Creating the Application | ||
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Now, let's create an application to demonstrate our custom `FeatureInput` widget in action. We will define a set of features related to a wind turbine and use our widget to select and set their values: | ||
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```{pyodide} | ||
features = { | ||
"Blade Length (m)": 73.5, | ||
"Cut-in Wind Speed (m/s)": 3.5, | ||
"Cut-out Wind Speed (m/s)": 25, | ||
"Grid Connection Capacity (MW)": 5, | ||
"Hub Height (m)": 100, | ||
"Rated Wind Speed (m/s)": 12, | ||
"Rotor Diameter (m)": 150, | ||
"Turbine Efficiency (%)": 45, | ||
"Water Depth (m)": 30, | ||
"Wind Speed (m/s)": 10, | ||
} | ||
selected_features = ["Wind Speed (m/s)", "Rotor Diameter (m)"] | ||
widget = FeatureInput( | ||
features=features, | ||
selected_features=selected_features, | ||
width=500, | ||
) | ||
pn.FlexBox( | ||
pn.Column( | ||
"## Widget", | ||
widget, | ||
), | ||
pn.Column( | ||
"## Value", | ||
pn.pane.JSON(widget.param.value, width=500, height=200), | ||
), | ||
) | ||
``` | ||
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## References | ||
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- [PyComponent](../../reference/custom_components/PyComponent.html) |
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