利用PyQt5+Matplotlib 绘制静态/动态图的实现代码


Posted in Python onJuly 13, 2020

代码编辑环境

Win10+(Pycharmm or Vscode)+PyQt 5.14.2

功能实现

静态作图:数据作图,取决于作图函数,可自行修改
动态作图:产生数据,获取并更新数据,最后刷新显示,可用于实现数据实时采集并显示的场景

效果展示

利用PyQt5+Matplotlib 绘制静态/动态图的实现代码

代码块(业务与逻辑分离)业务?UI界面代码

文件名:Ui_realtimer_plot.py

# -*- coding: utf-8 -*-
# Added by the Blog author VERtiCaL on 2020/07/12 at SSRF
# Created by: PyQt5 UI code generator 5.14.2
#
# WARNING! All changes made in this file will be lost!


from PyQt5 import QtCore, QtGui, QtWidgets


class Ui_MainWindow(object):
  def setupUi(self, MainWindow):
    MainWindow.setObjectName("MainWindow")
    MainWindow.resize(1613, 1308)
    self.centralwidget = QtWidgets.QWidget(MainWindow)
    self.centralwidget.setObjectName("centralwidget")
    self.Plot_static = QtWidgets.QGroupBox(self.centralwidget)
    self.Plot_static.setGeometry(QtCore.QRect(260, 30, 861, 391))
    self.Plot_static.setObjectName("Plot_static")
    self.layoutWidget = QtWidgets.QWidget(self.centralwidget)
    self.layoutWidget.setGeometry(QtCore.QRect(300, 830, 701, 91))
    self.layoutWidget.setObjectName("layoutWidget")
    self.horizontalLayout = QtWidgets.QHBoxLayout(self.layoutWidget)
    self.horizontalLayout.setContentsMargins(0, 0, 0, 0)
    self.horizontalLayout.setSpacing(28)
    self.horizontalLayout.setObjectName("horizontalLayout")
    self.Static_plot = QtWidgets.QPushButton(self.layoutWidget)
    sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.MinimumExpanding)
    sizePolicy.setHorizontalStretch(0)
    sizePolicy.setVerticalStretch(0)
    sizePolicy.setHeightForWidth(self.Static_plot.sizePolicy().hasHeightForWidth())
    self.Static_plot.setSizePolicy(sizePolicy)
    font = QtGui.QFont()
    font.setFamily("楷体")
    font.setPointSize(18)
    font.setBold(False)
    font.setWeight(50)
    self.Static_plot.setFont(font)
    self.Static_plot.setObjectName("Static_plot")
    self.horizontalLayout.addWidget(self.Static_plot)
    self.dynamic_plot = QtWidgets.QPushButton(self.layoutWidget)
    sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.MinimumExpanding)
    sizePolicy.setHorizontalStretch(0)
    sizePolicy.setVerticalStretch(0)
    sizePolicy.setHeightForWidth(self.dynamic_plot.sizePolicy().hasHeightForWidth())
    self.dynamic_plot.setSizePolicy(sizePolicy)
    font = QtGui.QFont()
    font.setFamily("楷体")
    font.setPointSize(18)
    font.setBold(False)
    font.setWeight(50)
    self.dynamic_plot.setFont(font)
    self.dynamic_plot.setObjectName("dynamic_plot")
    self.horizontalLayout.addWidget(self.dynamic_plot)
    self.End_plot = QtWidgets.QPushButton(self.layoutWidget)
    sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.MinimumExpanding)
    sizePolicy.setHorizontalStretch(0)
    sizePolicy.setVerticalStretch(0)
    sizePolicy.setHeightForWidth(self.End_plot.sizePolicy().hasHeightForWidth())
    self.End_plot.setSizePolicy(sizePolicy)
    font = QtGui.QFont()
    font.setFamily("楷体")
    font.setPointSize(18)
    self.End_plot.setFont(font)
    self.End_plot.setObjectName("End_plot")
    self.horizontalLayout.addWidget(self.End_plot)
    self.Erase_plot = QtWidgets.QPushButton(self.layoutWidget)
    sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.MinimumExpanding)
    sizePolicy.setHorizontalStretch(0)
    sizePolicy.setVerticalStretch(0)
    sizePolicy.setHeightForWidth(self.Erase_plot.sizePolicy().hasHeightForWidth())
    self.Erase_plot.setSizePolicy(sizePolicy)
    font = QtGui.QFont()
    font.setFamily("楷体")
    font.setPointSize(18)
    self.Erase_plot.setFont(font)
    self.Erase_plot.setObjectName("Erase_plot")
    self.horizontalLayout.addWidget(self.Erase_plot)
    self.Plot_dynamic = QtWidgets.QGroupBox(self.centralwidget)
    self.Plot_dynamic.setGeometry(QtCore.QRect(260, 430, 861, 391))
    self.Plot_dynamic.setObjectName("Plot_dynamic")
    MainWindow.setCentralWidget(self.centralwidget)
    self.menubar = QtWidgets.QMenuBar(MainWindow)
    self.menubar.setGeometry(QtCore.QRect(0, 0, 1613, 23))
    self.menubar.setObjectName("menubar")
    MainWindow.setMenuBar(self.menubar)
    self.statusbar = QtWidgets.QStatusBar(MainWindow)
    self.statusbar.setObjectName("statusbar")
    MainWindow.setStatusBar(self.statusbar)

    self.retranslateUi(MainWindow)
    QtCore.QMetaObject.connectSlotsByName(MainWindow)

  def retranslateUi(self, MainWindow):
    _translate = QtCore.QCoreApplication.translate
    MainWindow.setWindowTitle(_translate("MainWindow", "MainWindow"))
    self.Plot_static.setTitle(_translate("MainWindow", "StaticPlot"))
    self.Static_plot.setText(_translate("MainWindow", "静态作图"))
    self.dynamic_plot.setText(_translate("MainWindow", "动态作图"))
    self.End_plot.setText(_translate("MainWindow", "停止作图"))
    self.Erase_plot.setText(_translate("MainWindow", "清除数据"))
    self.Plot_dynamic.setTitle(_translate("MainWindow", "DynamicPlot"))

逻辑?主要代码分析

matplotlib作图嵌入PyQt界面的关键

创建matlibplot图形类Myplot,通过继承FigureCanvas类,使其相当于PyQt里的控件,从而完成PyQt与Matlibplot的结合。

# class Myplot for plotting with matplotlib
class Myplot(FigureCanvas):
  def __init__(self, parent=None, width=5, height=3, dpi=100):
    # normalized for 中文显示和负号
    plt.rcParams['font.sans-serif'] = ['SimHei']
    plt.rcParams['axes.unicode_minus'] = False

    # new fig
    self.fig = Figure(figsize=(width, height), dpi=dpi)
    # activate figure window
    # super(Plot_dynamic,self).__init__(self.fig)
    FigureCanvas.__init__(self, self.fig)
    self.setParent(parent)
    # sub plot by self.axes
    self.axes= self.fig.add_subplot(111)
    # initial figure
    self.compute_initial_figure()

    # size policy
    FigureCanvas.setSizePolicy(self,
                  QtWidgets.QSizePolicy.Expanding,
                  QtWidgets.QSizePolicy.Expanding)
    FigureCanvas.updateGeometry(self)

  def compute_initial_figure(self):
    pass

用于图形初始化的图像类,通过调用这个类就能实现图形绘制和修改。可以在此更改图形的类型,具体代码可以参照matplotlib官网的实例 Matplotlib_examples

class static_fig(Myplot):
  def __init__(self,*args,**kwargs):
    Myplot.__init__(self,*args,**kwargs)

  def compute_initial_figure(self):
    x=np.linspace(0,2*np.pi,100)
    y=x*np.sin(x)
    self.axes.plot(x,y)
    self.axes.set_title("signals")
    self.axes.set_xlabel("delay(s)")
    self.axes.set_ylabel("counts")

主界面的逻辑代码

几点说明

1、利用Matplotlib自带的NavigationToolbar可以实现绘制图的基本操作:平移、放大、保存图像、显示鼠标位置(x,y)的数据等
2、self.gridlayout1.addWidget(self.fig1)就是把绘制的图像本身作为一个控件widget加入UI界面里的groupbox(这里改成Plot_static名称)去,从而使得图形能正常显示在绘图框里。

class AppWindow(QMainWindow,Ui_MainWindow):
  def __init__(self,parent=None):
    super(AppWindow,self).__init__(parent)
    self.setupUi(self)
    # ^O^ static_fig can changed to any other function
    #self.fig1=static_fig(width=5, height=4, dpi=100)
    self.fig1 = static_fig(width=5, height=3, dpi=72)
    self.fig2 = dynamic_fig(width=5, height=3, dpi=72)
    # add NavigationToolbar in the figure (widgets)
    self.fig_ntb1 = NavigationToolbar(self.fig1, self)
    self.fig_ntb2 = NavigationToolbar(self.fig2, self)
    #self.Start_plot.clicked.connect(self.plot_cos)
    # add the static_fig in the Plot box
    self.gridlayout1=QGridLayout(self.Plot_static)
    self.gridlayout1.addWidget(self.fig1)
    self.gridlayout1.addWidget(self.fig_ntb1)
    # add the dynamic_fig in the Plot box
    self.gridlayout2 = QGridLayout(self.Plot_dynamic)
    self.gridlayout2.addWidget(self.fig2)
    self.gridlayout2.addWidget(self.fig_ntb2)
    self._timer = QTimer(self)
    self._t = 1
    self._counts = []
    self._delay_t = []

静态做图

self.fig1.axes.cla()清除原来的图像,self.fig1.axes.plot(self.t,self.y),通过self.fig1.axes.plot实现做图,不同类型的图形做图参考matplotlib官网。 Matplotlib_examples

@pyqtSlot()
  def on_Static_plot_clicked(self):
    self.plot_cos()
    self._Static_on=1
    #self.Start_plot.setEnabled(False)

  global nc
  nc=1
  def plot_cos(self):
    #print('nc=%d\n' %self.nc)
    global nc
    nc+=1
    self.fig1.axes.cla()
    self.t=np.arange(0,15,0.1)
    self.y=2*nc*self.t-self.t*np.cos(self.t/2/np.pi*1000)
    self.fig1.axes.plot(self.t,self.y)
    self.fig1.axes.set_title("signals",fontsize=18,color='c')
    self.fig1.axes.set_xlabel("delay(s)",fontsize=18,color='c')
    self.fig1.axes.set_ylabel("counts",fontsize=18,color='c')
    self.fig1.draw()

动态做图

这里数据接收通过QTimer来延迟时间(隔1s)并通过函数产生计数,append更新数据,做图,刷新图像,self.fig2.draw()实现图像绘制。

@pyqtSlot()
  def on_dynamic_plot_clicked(self):
    print('start dynamic ploting')
    self.Static_plot.setEnabled(False)
    self.dynamic_plot.setEnabled(False)
    # start update figure every 1s; flag "update_on" : 1 is on and 0 is Off
    self._update_on = 1
    self._timer.timeout.connect(self.update_fig)
    self._timer.start(1000) # plot after 1s delay

  def update_fig(self):
    self._t+=1
    print(self._t)
    self._delay_t.append(self._t)
    print(self._delay_t)
    #new_counts=random.randint(100,900)
    new_counts= 2 * self._t - self._t * np.cos(self._t / 2 / np.pi * 1000)
    self._counts.append(new_counts)
    print(self._counts)
    self.fig2.axes.cla()
    self.fig2.axes.plot(self._delay_t,self._counts,'-ob')
    self.fig2.axes.set_title("signals",fontsize=18,color='c')
    self.fig2.axes.set_xlabel("delay(s)",fontsize=18,color='c')
    self.fig2.axes.set_ylabel("counts",fontsize=18,color='c')
    self.fig2.draw()

改进说明

后续可以通过引入多线程,单独进行数据采集、显示和保存,完善功能。

最终完整代码

# -*- coding: utf-8 -*-

"""
Module: plot data realtime.
Created on 2020/07/12 by Blog Author VERtiCaL at SSRF
"""

import matplotlib
matplotlib.use("Qt5Agg")
from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas
from matplotlib.backends.backend_qt5 import NavigationToolbar2QT as NavigationToolbar
from PyQt5 import QtCore, QtWidgets
from PyQt5.QtWidgets import QWidget, QPushButton, QApplication,QMainWindow,QGridLayout
from PyQt5.QtCore import QTimer,pyqtSlot,QThread
from matplotlib.figure import Figure
import matplotlib.pyplot as plt
import numpy as np
import sys,random, time,os,re
from Ui_Realtimer_Plot import Ui_MainWindow


# class Myplot for plotting with matplotlib
class Myplot(FigureCanvas):
  def __init__(self, parent=None, width=5, height=3, dpi=100):
    # normalized for 中文显示和负号
    plt.rcParams['font.sans-serif'] = ['SimHei']
    plt.rcParams['axes.unicode_minus'] = False

    # new figure
    self.fig = Figure(figsize=(width, height), dpi=dpi)
    # activate figure window
    # super(Plot_dynamic,self).__init__(self.fig)
    FigureCanvas.__init__(self, self.fig)
    self.setParent(parent)
    #self.fig.canvas.mpl_connect('button_press_event', self)
    # sub plot by self.axes
    self.axes= self.fig.add_subplot(111)
    # initial figure
    self.compute_initial_figure()

    # size policy
    FigureCanvas.setSizePolicy(self,
                  QtWidgets.QSizePolicy.Expanding,
                  QtWidgets.QSizePolicy.Expanding)
    FigureCanvas.updateGeometry(self)

  def compute_initial_figure(self):
    pass



# class for plotting a specific figure static or dynamic
class static_fig(Myplot):
  def __init__(self,*args,**kwargs):
    Myplot.__init__(self,*args,**kwargs)

  def compute_initial_figure(self):
    x=np.linspace(0,2*np.pi,100)
    y=x*np.sin(x)
    self.axes.plot(x,y)
    self.axes.set_title("signals")
    self.axes.set_xlabel("delay(s)")
    self.axes.set_ylabel("counts")


class dynamic_fig(Myplot):
  def __init__(self,*args,**kwargs):
    Myplot.__init__(self,*args,**kwargs)

  def compute_initial_figure(self):
    counts = [1,10]
    delay_t = [0,1]
    self.axes.plot(delay_t,counts,'-ob')
    self.axes.set_title("signals")
    self.axes.set_xlabel("delay(s)")
    self.axes.set_ylabel("counts")



# class for the application window
class AppWindow(QMainWindow,Ui_MainWindow):
  def __init__(self,parent=None):
    super(AppWindow,self).__init__(parent)
    self.setupUi(self)
    # ^O^ static_fig can changed to any other function
    #self.fig1=static_fig(width=5, height=4, dpi=100)
    self.fig1 = static_fig(width=5, height=3, dpi=72)
    self.fig2 = dynamic_fig(width=5, height=3, dpi=72)
    # add NavigationToolbar in the figure (widgets)
    self.fig_ntb1 = NavigationToolbar(self.fig1, self)
    self.fig_ntb2 = NavigationToolbar(self.fig2, self)
    #self.Start_plot.clicked.connect(self.plot_cos)
    # add the static_fig in the Plot box
    self.gridlayout1=QGridLayout(self.Plot_static)
    self.gridlayout1.addWidget(self.fig1)
    self.gridlayout1.addWidget(self.fig_ntb1)
    # add the dynamic_fig in the Plot box
    self.gridlayout2 = QGridLayout(self.Plot_dynamic)
    self.gridlayout2.addWidget(self.fig2)
    self.gridlayout2.addWidget(self.fig_ntb2)
    # initialized flags for static/dynamic plot: on is 1,off is 0
    self._timer = QTimer(self)
    self._t = 1
    self._counts = []
    self._delay_t = []
    self._Static_on=0
    self._update_on=0



  @pyqtSlot()
  def on_Static_plot_clicked(self):
    self.plot_cos()
    self._Static_on=1
    #self.Start_plot.setEnabled(False)

  global nc
  nc=1
  def plot_cos(self):
    #print('nc=%d\n' %self.nc)
    global nc
    nc+=1
    self.fig1.axes.cla()
    self.t=np.arange(0,15,0.1)
    self.y=2*nc*self.t-self.t*np.cos(self.t/2/np.pi*1000)
    self.fig1.axes.plot(self.t,self.y)
    self.fig1.axes.set_title("signals",fontsize=18,color='c')
    self.fig1.axes.set_xlabel("delay(s)",fontsize=18,color='c')
    self.fig1.axes.set_ylabel("counts",fontsize=18,color='c')
    self.fig1.draw()

  @pyqtSlot()
  def on_dynamic_plot_clicked(self):
    print('start dynamic ploting')
    self.Static_plot.setEnabled(False)
    self.dynamic_plot.setEnabled(False)
    # start update figure every 1s; flag "update_on" : 1 is on and 0 is Off
    self._update_on = 1
    self._timer.timeout.connect(self.update_fig)
    self._timer.start(1000) # plot after 1s delay

  
  
  def update_fig(self):
    self._t+=1
    print(self._t)
    self._delay_t.append(self._t)
    print(self._delay_t)
    #new_counts=random.randint(100,900)
    new_counts= 2 * self._t - self._t * np.cos(self._t / 2 / np.pi * 1000)
    self._counts.append(new_counts)
    print(self._counts)
    self.fig2.axes.cla()
    self.fig2.axes.plot(self._delay_t,self._counts,'-ob')
    self.fig2.axes.set_title("signals",fontsize=18,color='c')
    self.fig2.axes.set_xlabel("delay(s)",fontsize=18,color='c')
    self.fig2.axes.set_ylabel("counts",fontsize=18,color='c')
    self.fig2.draw()

  @pyqtSlot()
  def on_End_plot_clicked(self):
    if self._update_on==1:
      self._update_on=0
      self._timer.timeout.disconnect(self.update_fig)
      self.dynamic_plot.setEnabled(True)
    else:
      pass

  @pyqtSlot()
  def on_Erase_plot_clicked(self):
    self.fig1.axes.cla()
    self.fig1.draw()
    self.fig2.axes.cla()
    self.fig2.draw()
    if self._update_on==1:
      self._update_on=0
      self._delay_t=[]
      self._counts=[]
      self.fig2.axes.cla()
      self.fig2.draw()
      self._timer.timeout.disconnect(self.update_fig)
      self.dynamic_plot.setEnabled(True)
    else:
      pass
    self.Static_plot.setEnabled(True)
    #self.Erase_plot.setEnabled(False)
  

if __name__=="__main__":
  app = QApplication(sys.argv)
  win = AppWindow()
  win.show()
  sys.exit(app.exec_())

到此这篇关于利用PyQt5+Matplotlib 绘制静态/动态图的实现代码的文章就介绍到这了,更多相关PyQt5+Matplotlib静态/动态图内容请搜索三水点靠木以前的文章或继续浏览下面的相关文章希望大家以后多多支持三水点靠木!

Python 相关文章推荐
python聊天程序实例代码分享
Nov 18 Python
Python实现Sqlite将字段当做索引进行查询的方法
Jul 21 Python
Python基础教程之tcp socket编程详解及简单实例
Feb 23 Python
详解python中 os._exit() 和 sys.exit(), exit(0)和exit(1) 的用法和区别
Jun 23 Python
详解python eval函数的妙用
Nov 16 Python
详解如何利用Cython为Python代码加速
Jan 27 Python
基于Python中numpy数组的合并实例讲解
Apr 04 Python
python mqtt 客户端的实现代码实例
Sep 25 Python
Python序列对象与String类型内置方法详解
Oct 22 Python
Python 内置函数globals()和locals()对比详解
Dec 23 Python
Python通过队列来实现进程间通信的示例
Oct 14 Python
详解python百行有效代码实现汉诺塔小游戏(简约版)
Oct 30 Python
Python使用itcaht库实现微信自动收发消息功能
Jul 13 #Python
解决Pycharm 中遇到Unresolved reference 'sklearn'的问题
Jul 13 #Python
解决Python中导入自己写的类,被划红线,但不影响执行的问题
Jul 13 #Python
浅析Python 抽象工厂模式的优缺点
Jul 13 #Python
python正则表达式的懒惰匹配和贪婪匹配说明
Jul 13 #Python
浅析Python 简单工厂模式和工厂方法模式的优缺点
Jul 13 #Python
对python中list的五种查找方法说明
Jul 13 #Python
You might like
PHP中error_reporting()函数的用法(修改PHP屏蔽错误)
2011/07/01 PHP
PHP中全面阻止SQL注入式攻击分析小结
2012/01/30 PHP
探讨:web上存漏洞及原理分析、防范方法
2013/06/29 PHP
PHP实现简单ajax Loading加载功能示例
2016/12/28 PHP
php文件上传及下载附带显示文件及目录功能
2017/04/27 PHP
关于Laravel-admin的基础用法总结和自定义model详解
2019/10/08 PHP
jQuery MD5加密实现代码
2010/03/15 Javascript
基于JQuery的一句代码实现表格的简单筛选
2010/07/26 Javascript
一起来写段JS drag拖动代码
2010/12/09 Javascript
谈谈impress.js初步理解
2015/09/09 Javascript
JavaScript实现窗口抖动效果
2016/10/19 Javascript
详谈js中数组(array)和对象(object)的区别
2017/02/27 Javascript
浅谈Vue.js 1.x 和 2.x 实例的生命周期
2017/07/25 Javascript
vue组件的写法汇总
2018/04/12 Javascript
Vue组件间通信方法总结(父子组件、兄弟组件及祖先后代组件间)
2019/04/17 Javascript
详解vue使用$http服务端收不到参数
2019/04/19 Javascript
用 js 写一个 js 解释器过程详解
2019/08/02 Javascript
javascript实现简单打字游戏
2019/10/29 Javascript
vue keep-alive列表页缓存 详情页返回上一页不刷新,定位到之前位置
2019/11/26 Javascript
Python中asyncore的用法实例
2014/09/29 Python
如何使用七牛Python SDK写一个同步脚本及使用教程
2015/08/23 Python
Django多数据库配置及逆向生成model教程
2020/03/28 Python
Python logging模块handlers用法详解
2020/08/14 Python
使用html5 canvas创建太空游戏的示例
2014/05/08 HTML / CSS
凯特方迪化妆品官网:Kat Von D Beauty
2016/11/15 全球购物
美国婚礼礼品网站:MyWeddingFavors
2018/09/26 全球购物
全球烹饪课程的领先预订平台:Cookly
2020/01/28 全球购物
YBF Beauty官网:美丽挚友,美国知名彩妆品牌
2020/11/22 全球购物
您熟悉ORM(Object-Relation Mapping)吗?请谈谈您所理解的ORM
2016/02/08 面试题
杠杆的科学教学反思
2014/01/10 职场文书
留学推荐信写作指南
2014/01/25 职场文书
商业活动邀请函
2014/02/04 职场文书
团代会主持词
2014/04/02 职场文书
营销学习心得体会
2014/09/12 职场文书
2015关爱留守儿童工作总结
2014/12/12 职场文书
学习师德师风的心得体会(2篇)
2019/10/08 职场文书