Skip to content

plt.pause() with threading is extremely slow for MacOSX backend #5675

Description

@danijar

Here is a minimal example where a worker produces a sequence that's plotted every second by the main thread. Between the draw calls, the main thread pauses for 0.001s to update the GUI and sleeps for 1s. This takes 10 seconds. When pausing for 1s and sleeping for 0.001s instead, I would expect this to run in about the same time. However, it takes 70 seconds.

import random
import time
import threading
import matplotlib.pyplot as plt


class Plot:

    def __init__(self):
        plt.ion()
        plt.show()
        self.xdata = []
        self.ydata = []
        self.running = None
        self.axis = plt.figure().add_subplot(111)
        self.line, = self.axis.plot([])

    def start(self):
        self.running = True
        threading.Thread(target=self.worker).start()
        while self.running:
            self.axis.set_xlim(0, len(self.xdata))
            self.axis.set_ylim(0, max(self.ydata))
            self.line.set_data(self.xdata, self.ydata)
            plt.draw()
            plt.pause(0.001)
            time.sleep(1)

    def worker(self):
        for _ in range(100):
            self.xdata.append(len(self.xdata))
            self.ydata.append(random.random())
            time.sleep(0.1)
        self.running = False


if __name__ == '__main__':
    start = time.time()
    Plot().start()
    print(time.time() - start)

Profiling revealed that by far the most time is spent in start_event_loop of _macosx.FigureCanvas.

Possibly related: #5251

Activity

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Metadata

Metadata

Assignees

No one assigned

    Type

    No type

    Projects

    No projects

      Milestone

      Relationships

      None yet

      Development

      No branches or pull requests

      Issue actions