Matplotlib Polygon Editor for Cross-GUI Apps

PythonPythonBeginner
Practice Now

This tutorial is from open-source community. Access the source code

Introduction

This lab is a step-by-step tutorial on how to build cross-GUI applications using Matplotlib event handling to interact with objects on the canvas. We will be creating a polygon editor that allows you to move, delete, and insert vertices.

VM Tips

After the VM startup is done, click the top left corner to switch to the Notebook tab to access Jupyter Notebook for practice.

Sometimes, you may need to wait a few seconds for Jupyter Notebook to finish loading. The validation of operations cannot be automated because of limitations in Jupyter Notebook.

If you face issues during learning, feel free to ask Labby. Provide feedback after the session, and we will promptly resolve the problem for you.


Skills Graph

%%%%{init: {'theme':'neutral'}}%%%% flowchart RL python(("`Python`")) -.-> python/BasicConceptsGroup(["`Basic Concepts`"]) matplotlib(("`Matplotlib`")) -.-> matplotlib/AdvancedTopicsGroup(["`Advanced Topics`"]) python(("`Python`")) -.-> python/ControlFlowGroup(["`Control Flow`"]) python(("`Python`")) -.-> python/DataStructuresGroup(["`Data Structures`"]) python(("`Python`")) -.-> python/FunctionsGroup(["`Functions`"]) python(("`Python`")) -.-> python/ModulesandPackagesGroup(["`Modules and Packages`"]) python(("`Python`")) -.-> python/ObjectOrientedProgrammingGroup(["`Object-Oriented Programming`"]) python(("`Python`")) -.-> python/ErrorandExceptionHandlingGroup(["`Error and Exception Handling`"]) python(("`Python`")) -.-> python/DataScienceandMachineLearningGroup(["`Data Science and Machine Learning`"]) python/BasicConceptsGroup -.-> python/comments("`Comments`") matplotlib/AdvancedTopicsGroup -.-> matplotlib/event_handling("`Event Handling`") python/BasicConceptsGroup -.-> python/booleans("`Booleans`") python/ControlFlowGroup -.-> python/conditional_statements("`Conditional Statements`") python/ControlFlowGroup -.-> python/for_loops("`For Loops`") python/ControlFlowGroup -.-> python/break_continue("`Break and Continue`") python/DataStructuresGroup -.-> python/lists("`Lists`") python/DataStructuresGroup -.-> python/tuples("`Tuples`") python/FunctionsGroup -.-> python/function_definition("`Function Definition`") python/ModulesandPackagesGroup -.-> python/importing_modules("`Importing Modules`") python/ModulesandPackagesGroup -.-> python/using_packages("`Using Packages`") python/ObjectOrientedProgrammingGroup -.-> python/classes_objects("`Classes and Objects`") python/ObjectOrientedProgrammingGroup -.-> python/constructor("`Constructor`") python/ObjectOrientedProgrammingGroup -.-> python/polymorphism("`Polymorphism`") python/ObjectOrientedProgrammingGroup -.-> python/encapsulation("`Encapsulation`") python/ErrorandExceptionHandlingGroup -.-> python/catching_exceptions("`Catching Exceptions`") python/ErrorandExceptionHandlingGroup -.-> python/raising_exceptions("`Raising Exceptions`") python/DataScienceandMachineLearningGroup -.-> python/numerical_computing("`Numerical Computing`") python/DataScienceandMachineLearningGroup -.-> python/data_visualization("`Data Visualization`") python/FunctionsGroup -.-> python/build_in_functions("`Build-in Functions`") subgraph Lab Skills python/comments -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} matplotlib/event_handling -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/booleans -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/conditional_statements -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/for_loops -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/break_continue -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/lists -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/tuples -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/function_definition -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/importing_modules -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/using_packages -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/classes_objects -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/constructor -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/polymorphism -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/encapsulation -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/catching_exceptions -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/raising_exceptions -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/numerical_computing -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/data_visualization -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} python/build_in_functions -.-> lab-48876{{"`Matplotlib Polygon Editor for Cross-GUI Apps`"}} end

Import the Required Libraries

We need to import the necessary libraries for the polygon editor.

import numpy as np
from matplotlib.artist import Artist
from matplotlib.lines import Line2D

Create a Function to Calculate Distance

We need to create a function that calculates the distance between a point and a line segment. This function will be used later to determine if a new vertex should be added to the polygon.

def dist_point_to_segment(p, s0, s1):
    """
    Get the distance from the point *p* to the segment (*s0*, *s1*), where
    *p*, *s0*, *s1* are ``[x, y]`` arrays.
    """
    s01 = s1 - s0
    s0p = p - s0
    if (s01 == 0).all():
        return np.hypot(*s0p)
    ## Project onto segment, without going past segment ends.
    p1 = s0 + np.clip((s0p @ s01) / (s01 @ s01), 0, 1) * s01
    return np.hypot(*(p - p1))

Create the PolygonInteractor Class

We need to create the PolygonInteractor class, which is the main class for the polygon editor. This class will handle all the interactions with the polygon, such as moving, deleting, and inserting vertices.

class PolygonInteractor:
    """
    A polygon editor.

    Key-bindings

      't' toggle vertex markers on and off.  When vertex markers are on,
          you can move them, delete them

      'd' delete the vertex under point

      'i' insert a vertex at point.  You must be within epsilon of the
          line connecting two existing vertices

    """

    showverts = True
    epsilon = 5  ## max pixel distance to count as a vertex hit

    def __init__(self, ax, poly):
        if poly.figure is None:
            raise RuntimeError('You must first add the polygon to a figure '
                               'or canvas before defining the interactor')
        self.ax = ax
        canvas = poly.figure.canvas
        self.poly = poly

        x, y = zip(*self.poly.xy)
        self.line = Line2D(x, y,
                           marker='o', markerfacecolor='r',
                           animated=True)
        self.ax.add_line(self.line)

        self.cid = self.poly.add_callback(self.poly_changed)
        self._ind = None  ## the active vert

        canvas.mpl_connect('draw_event', self.on_draw)
        canvas.mpl_connect('button_press_event', self.on_button_press)
        canvas.mpl_connect('key_press_event', self.on_key_press)
        canvas.mpl_connect('button_release_event', self.on_button_release)
        canvas.mpl_connect('motion_notify_event', self.on_mouse_move)
        self.canvas = canvas

    def on_draw(self, event):
        self.background = self.canvas.copy_from_bbox(self.ax.bbox)
        self.ax.draw_artist(self.poly)
        self.ax.draw_artist(self.line)
        ## do not need to blit here, this will fire before the screen is
        ## updated

    def poly_changed(self, poly):
        """This method is called whenever the pathpatch object is called."""
        ## only copy the artist props to the line (except visibility)
        vis = self.line.get_visible()
        Artist.update_from(self.line, poly)
        self.line.set_visible(vis)  ## don't use the poly visibility state

    def get_ind_under_point(self, event):
        """
        Return the index of the point closest to the event position or *None*
        if no point is within ``self.epsilon`` to the event position.
        """
        ## display coords
        xy = np.asarray(self.poly.xy)
        xyt = self.poly.get_transform().transform(xy)
        xt, yt = xyt[:, 0], xyt[:, 1]
        d = np.hypot(xt - event.x, yt - event.y)
        indseq, = np.nonzero(d == d.min())
        ind = indseq[0]

        if d[ind] >= self.epsilon:
            ind = None

        return ind

    def on_button_press(self, event):
        """Callback for mouse button presses."""
        if not self.showverts:
            return
        if event.inaxes is None:
            return
        if event.button != 1:
            return
        self._ind = self.get_ind_under_point(event)

    def on_button_release(self, event):
        """Callback for mouse button releases."""
        if not self.showverts:
            return
        if event.button != 1:
            return
        self._ind = None

    def on_key_press(self, event):
        """Callback for key presses."""
        if not event.inaxes:
            return
        if event.key == 't':
            self.showverts = not self.showverts
            self.line.set_visible(self.showverts)
            if not self.showverts:
                self._ind = None
        elif event.key == 'd':
            ind = self.get_ind_under_point(event)
            if ind is not None:
                self.poly.xy = np.delete(self.poly.xy,
                                         ind, axis=0)
                self.line.set_data(zip(*self.poly.xy))
        elif event.key == 'i':
            xys = self.poly.get_transform().transform(self.poly.xy)
            p = event.x, event.y  ## display coords
            for i in range(len(xys) - 1):
                s0 = xys[i]
                s1 = xys[i + 1]
                d = dist_point_to_segment(p, s0, s1)
                if d <= self.epsilon:
                    self.poly.xy = np.insert(
                        self.poly.xy, i+1,
                        [event.xdata, event.ydata],
                        axis=0)
                    self.line.set_data(zip(*self.poly.xy))
                    break
        if self.line.stale:
            self.canvas.draw_idle()

    def on_mouse_move(self, event):
        """Callback for mouse movements."""
        if not self.showverts:
            return
        if self._ind is None:
            return
        if event.inaxes is None:
            return
        if event.button != 1:
            return
        x, y = event.xdata, event.ydata

        self.poly.xy[self._ind] = x, y
        if self._ind == 0:
            self.poly.xy[-1] = x, y
        elif self._ind == len(self.poly.xy) - 1:
            self.poly.xy[0] = x, y
        self.line.set_data(zip(*self.poly.xy))

        self.canvas.restore_region(self.background)
        self.ax.draw_artist(self.poly)
        self.ax.draw_artist(self.line)
        self.canvas.blit(self.ax.bbox)

Create the Polygon

We need to create the polygon that we will be editing using the Polygon class.

theta = np.arange(0, 2*np.pi, 0.1)
r = 1.5

xs = r * np.cos(theta)
ys = r * np.sin(theta)

poly = Polygon(np.column_stack([xs, ys]), animated=True)

Create the Plot

We need to create the plot and add the polygon to it.

fig, ax = plt.subplots()
ax.add_patch(poly)
p = PolygonInteractor(ax, poly)

ax.set_title('Click and drag a point to move it')
ax.set_xlim((-2, 2))
ax.set_ylim((-2, 2))
plt.show()

Summary

In this lab, we learned how to create a polygon editor using Matplotlib event handling. We created a class to handle all the interactions with the polygon, and we used the Polygon class to create the polygon itself. We then created the plot and added the polygon to it. With this knowledge, you can create your own interactive applications using Matplotlib.

Other Python Tutorials you may like