Python实现多组数据三维绘图系统
作者:微小冷
这篇文章主要为大家详细介绍了如何利用Python实现多组数据三维绘图系统,文中的示例代码讲解详细,具有一定的学习价值,感兴趣的小伙伴可以了解下
Python绘图系统:
基础:将matplotlib嵌入到tkinter|简单的绘图系统|数据导入|三维绘图系统
增添和删除坐标数据
在实现坐标列表控件之后,自然要在在绘图系统中创建多组坐标列表,同时需要提供新增或删除对应绘图数据的功能。那么首先得添加两个功能按钮
def setCtrlButtons(self, frm): ttk.Button(frm, text="绘图",width=5, command=self.btnDrawImg).pack(side=tk.LEFT) ttk.Button(frm, text="加载",width=5, command=self.btnLoadData).pack(side=tk.LEFT) btn = ttk.Button(frm, text="新增", width=5) btn.pack(side=tk.LEFT) btn.bind("<Button-1>", self.addLast) btn = ttk.Button(frm, text="删除", width=5) btn.pack(side=tk.LEFT) btn.bind("<Button-1>", self.deleteLast)
两个函数,addAxisList在最后面新增一个AxisList,deleteLast则删除最后一个AxisList。这两个功能十分简单,唯一需要注意的就是,在删除AxisList之前,需要取消pack
def addLast(self, evt): title = f"坐标{len(self.als)}" al = AxisList(self.frmAxis, title, 1, [5,10,20]) al.pack(side=tk.TOP, fill=tk.X) self.als.append(al) def deleteLast(self, evt): self.als[-1].pack_forget() del self.als[-1]
其中涉及到两个全局变量,一个是self.als,用于存放所有的AxisList;另一个是self.frmAxis,是所有AxisList的父组件。
前者可以放在DrawSystem的初始化函数中,
self.als = []
后者则需要更改setFrmCtrl函数
def setFrmCtrl(self, frmCtrl): frm = ttk.Frame(frmCtrl, width=320) frm.pack(side=tk.TOP, fill=tk.X) self.setCtrlButtons(frm) self.frmAxis = ttk.Frame(frmCtrl) self.frmAxis.pack(side=tk.TOP, fill=tk.X) self.addLast(None)
效果如下
更改绘图逻辑
现在有了多组数据,那么相应地绘图逻辑也需要跟着改变。另一方面,原有的全局变量self.data似乎已经很难描述全部数据,所以取消使用全局变量,同时修改绘图最终的绘图函数
def drawPlot(self, ds): keys = 'xyz' if 'z' in ds[0] else 'xy' p = '3d' if 'z' in ds[0] else None ax = self.fig.add_subplot(projection='3d') for data in ds: ax.plot(*[data[key] for key in keys])
这里把之前的drawPlot和drawPlot3d合并到一起了,并且只是根据第一组坐标数据来判断是否启用3D,这种写法当然十分危险。考虑到日后肯定会通过类似ComboBox来整改,所以这里暂且先这么放着。
而点击绘图按钮之后的响应函数则修改为
def readDatas(self, al): dct = {} data = {} for flag in 'xyz': data[flag] = al.setData(flag, **dct) dct[flag] = data[flag] return data def btnDrawImg(self): self.fig.clf() ds = [self.readDatas(al) for al in self.als] self.drawPlot(ds) self.fig.subplots_adjust(left=0.1, right=0.95, top=0.95, bottom=0.08) self.canvas.draw()
基本逻辑是,遍历所有AxisList并提取数据,然后将所有数据传递给绘图函数进行图像绘制。
效果如下
源代码
最后把源代码附在下面,总计大约不到200行,你就能拥有一个支持多组数据的三维绘图系统了。
import tkinter as tk import tkinter.ttk as ttk from tkinter.filedialog import askopenfilename import matplotlib as mpl mpl.use('TkAgg') import matplotlib.pyplot as plt from matplotlib.backends.backend_tkagg import ( FigureCanvasTkAgg, NavigationToolbar2Tk) from matplotlib.figure import Figure import numpy as np class AxisFrame(ttk.Frame): # widths 是每个控件的宽度 def __init__(self, master, label, mode, widths, **options): super().__init__(master, **options) self.pack() self.label = label self.initVar(mode) self.initWidgets(widths) def initVar(self, mode): self.MODES = ("序列化", "源代码", "外部导入", "无数据") self.mode = tk.StringVar() self.setMode(mode) def initWidgets(self, widths): tk.Label(self, text=self.label, width=widths[0]).pack(side=tk.LEFT) self.slct = ttk.Combobox(self, width=widths[1], textvariable=self.mode) self.slct['value'] = self.MODES self.slct.pack(side=tk.LEFT) self.entry = tk.Entry(self, width=widths[2]) self.entry.pack(padx=5, side=tk.LEFT, fill=tk.X) def setText(self, text): self.entry.delete(0, "end") self.entry.insert(0, text) def get(self): return self.entry.get() def setMode(self, mode): if type(mode) != str: mode = self.MODES[mode] self.mode.set(mode) def setData(self, data=None, **txyz): if self.mode.get() == "序列化": return self.getArray() elif self.mode.get() == "外部导入": return self.loadData(data) else: return self.readPython(**txyz) def readPython(self, t=None, x=None, y=None, z=None): self.data = eval(self.get()) return self.data def loadData(self, data): if type(data) != type(None): self.data = data return self.data def getArray(self): val = self.get() self.data = eval(f"np.linspace({val})") return self.data class AxisList(ttk.Frame): def __init__(self, master, title, mode, widths, **options): super().__init__(master, **options) self.pack() self.afs = {} self.data = {} self.initWidgets(title, widths) self.initAxis(mode, widths) def initWidgets(self, title, widths): self.btn = ttk.Button(self, text=title, width=sum(widths)+5, command=self.Click) self.btn.pack(side=tk.TOP, fill=tk.X, expand=tk.YES) self._c = ttk.Frame(self) self.collapsed = True self.Click() self.initFeature() def initAxis(self, mode, widths): for flag in 'txyz': self.afs[flag] = AxisFrame(self._c, flag, mode, widths) self.afs[flag].pack(side=tk.TOP, fill=tk.X) def initFeature(self): frm = ttk.Frame(self._c) frm.pack(pady=2, side=tk.TOP, fill=tk.X) ttk.Button(frm, text="加载",width=5, command=self.btnLoadData).pack(side=tk.LEFT) self.vis = {L : True for L in 'txyz'} for flag in 'txyz': btn = ttk.Button(frm, text=flag, width=3) btn.pack(side=tk.LEFT) btn.bind("<Button-1>", self.btnAxisCollapse) def btnAxisCollapse(self, evt): flag = evt.widget['text'] self.vis[flag] = not self.vis[flag] for flag in 'txyz': self.afs[flag].pack_forget() for flag in 'txyz': if self.vis[flag]: self.afs[flag].pack(side=tk.TOP, fill=tk.X) def btnLoadData(self): name = askopenfilename() data = np.genfromtxt(name) for i, flag in enumerate('xyz'): if i >= data.shape[1]: return self.setOneMode(flag, "外部导入") self.data[flag] = self.setData(flag, data[:,i]) def Click(self): if self.collapsed: self._c.pack(side=tk.TOP, fill=tk.BOTH, expand=tk.YES) else: self._c.pack_forget() self.collapsed = not self.collapsed def setData(self, flag, data=None, **options): return self.afs[flag].setData(data, **options) def setOneMode(self, flag, mode): self.afs[flag].setMode(mode) class DarwSystem(): def __init__(self): self.root = tk.Tk() self.root.title("数据展示工具") self.data = {} self.als = [] frmCtrl = ttk.Frame(self.root,width=320) frmCtrl.pack(side=tk.RIGHT, fill=tk.Y) self.setFrmCtrl(frmCtrl) frmFig = ttk.Frame(self.root) frmFig.pack(side=tk.LEFT,fill=tk.BOTH,expand=tk.YES) self.setFrmFig(frmFig) self.root.mainloop() def setFrmCtrl(self, frmCtrl): frm = ttk.Frame(frmCtrl, width=320) frm.pack(side=tk.TOP, fill=tk.X) self.setCtrlButtons(frm) self.frmAxis = ttk.Frame(frmCtrl) self.frmAxis.pack(side=tk.TOP, fill=tk.X) self.addLast(None) def addLast(self, evt): title = f"坐标{len(self.als)}" al = AxisList(self.frmAxis, title, 1, [5,10,20]) al.pack(side=tk.TOP, fill=tk.X) self.als.append(al) def deleteLast(self, evt): self.als[-1].pack_forget() del self.als[-1] def setCtrlButtons(self, frm): ttk.Button(frm, text="绘图",width=5, command=self.btnDrawImg).pack(side=tk.LEFT) ttk.Button(frm, text="加载",width=5, command=self.btnLoadData).pack(side=tk.LEFT) btn = ttk.Button(frm, text="新增", width=5) btn.pack(side=tk.LEFT) btn.bind("<Button-1>", self.addLast) btn = ttk.Button(frm, text="删除", width=5) btn.pack(side=tk.LEFT) btn.bind("<Button-1>", self.deleteLast) def btnLoadData(self): name = askopenfilename() data = np.genfromtxt(name) for i, flag in enumerate('xyz'): if i >= data.shape[1]: return self.AL.setOneMode(flag, "外部导入") self.data[flag] = self.AL.setData(flag, data[:,i]) def readDatas(self, al): dct = {} data = {} for flag in 'xyz': data[flag] = al.setData(flag, **dct) dct[flag] = data[flag] return data def btnDrawImg(self): self.fig.clf() ds = [self.readDatas(al) for al in self.als] self.drawPlot(ds) self.fig.subplots_adjust(left=0.1, right=0.95, top=0.95, bottom=0.08) self.canvas.draw() def drawPlot(self, ds): keys = 'xyz' if 'z' in ds[0] else 'xy' p = '3d' if 'z' in ds[0] else None ax = self.fig.add_subplot(projection='3d') for data in ds: ax.plot(*[data[key] for key in keys]) def setFrmFig(self, frmFig): self.fig = Figure() self.canvas = FigureCanvasTkAgg(self.fig,frmFig) self.canvas.get_tk_widget().pack( side=tk.TOP,fill=tk.BOTH,expand=tk.YES) self.toolbar = NavigationToolbar2Tk(self.canvas,frmFig, pack_toolbar=False) self.toolbar.update() self.toolbar.pack(side=tk.RIGHT) if __name__ == "__main__": test = DarwSystem()
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