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canvas.py
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canvas.py
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from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas
import matplotlib.pyplot as plt
from vectorUi import Ui_MainWindow
import sys
# from PyQt5 import QtWidgets
import pdb
import matplotlib.pyplot as plt
from matplotlib.figure import Figure
import numpy as np
import matplotlib.animation as animation
from PyQt5 import QtCore, QtGui, QtWidgets
class MovingObject(object):
def __init__(self, initial_state, color = [0, 0, 1]):
self.set_state(initial_state)
self.set_color(color)
self.set_solver(None)
def get_dim(self):
return 2
def get_state(self):
return self.state
def set_state(self, state):
self.state = np.array(state)
def set_color(self, c):
self.color = c
def set_velocity(self, velocity):
self.velocity = velocity
def set_solver(self, solver):
self.solver = solver
class Canvas(FigureCanvas):
def __init__(self, ui , parent, width = 7.3, height = 6, dpi = 100):
self.fig = Figure(figsize=(width,height), dpi=dpi)
super(Canvas, self).__init__(self.fig)
self.setParent(parent)
self.ui = ui
self.ax = self.fig.add_subplot(111)
self.density = 20
# Setting Axes limits.
self.xmin, self.xmax, self.ymin, self.ymax = (-10, 10, -10, 10)
# Creating a mesh-grid.
X = np.linspace(self.xmin, self.xmax, self.density)
Y = np.linspace(self.ymin, self.ymax, self.density)
self.X, self.Y = np.meshgrid(X, Y)
# Per point U and V.
self.perPointU = "np.cos(X)*Y"
self.perPointV = "np.sin(Y)*Y"
self.xText = "np.cos(self.X)*(self.Y)"
self.yText = "np.cos(self.Y)*(self.Y)"
self.RK4state = False
self.ExplicitEulerState = False
self.midPointState = False
# values of u and v being set here.
self.u = np.cos(self.X)*self.Y
self.v = np.sin(self.Y)*self.Y
# Axis xlimit and ylimit being set here.
self.ax.set_xlim(self.xmin, self.xmax)
self.ax.set_ylim(self.ymin, self.ymax)
self.quiver = self.ax.quiver(self.X, self.Y, self.u, self.v)
# self.setSlider(-10, 0, 10)
self._idx = None
# Scattering x and y data.
self.pts = self.ax.scatter([], [], color = 'blue')
self.ax.grid()
# Connecting button press event.
self.cid1 = self.mpl_connect("button_press_event", self.click)
self.cid3 = self.mpl_connect("motion_notify_event", self.mouse_move)
self.cid4 = self.mpl_connect("button_release_event", self.mouse_release)
self.solverColors = {'RK4': [1, 0.6, 0], 'MidPoint': [0, 1, 1], 'ExplicitEuler': [1, 0, 1]}
self.objs = []
# Absolute XMax, YMax, XMin and YMin.
self.absXMax, self.absYMax, self.absXMin, self.absYMin = 10, 10, -10, -10
self.isAnimating = False
self.addMode = False
self.dt = 0.01
# VectorFieldAnimation.
self.resetObjs = []
# self.vectorFieldAnimation = None
self.vectorFieldAnimation = animation.FuncAnimation(self.fig, self.animateStep, frames = 2000, interval = 20)
self.vectorFieldAnimation.event_source.stop()
self.animateMode = False
self.setSlider(-10, 0, 10)
# self.animation.event_source.stop()
# Canvas focus policy.
# self.fig.canvas.setFocusPolicy( QtCore.Qt.ClickFocus )
# self.fig.canvas.setFocus()
# Setting slider values.
def setSlider(self, minVal, interVal, maxVal):
self.ui.yMinSlider.setMinimum(minVal)
self.ui.yMinSlider.setMaximum(interVal-0.1)
self.ui.yMinSlider.setValue(self.ymin)
self.ui.yMaxSlider.setMaximum(maxVal)
self.ui.yMaxSlider.setMinimum(interVal+0.1)
self.ui.yMaxSlider.setValue(self.ymax)
self.ui.xMaxSlider.setMaximum(maxVal)
self.ui.xMaxSlider.setMinimum(interVal+0.1)
self.ui.xMaxSlider.setValue(self.xmax)
self.ui.xMinSlider.setMinimum(minVal)
self.ui.xMinSlider.setMaximum(interVal-0.1)
self.ui.xMinSlider.setValue(self.xmin)
self.ui.densitySlider.setMinimum(20)
self.ui.densitySlider.setMaximum(100)
self.ui.stepSize.setMinimum(1)
self.ui.stepSize.setMaximum(20)
# UpdatePoints on self.
def updatePoints(self):
# Adding points.
xdata = [obj.state[0] for obj in self.objs]
ydata = [obj.state[1] for obj in self.objs]
color_stack = []
for obj in self.objs:
color_stack.append(obj.color)
color_stack = np.array(color_stack)
if self.pts:
self.pts.remove()
self.pts = self.ax.scatter(xdata, ydata, color = color_stack)
self.draw()
# adding Points on Click event.
def addPointOnClick(self, event):
if not event.inaxes:
return
xclick = event.xdata
yclick = event.ydata
if xclick is not None and yclick is not None:
newObj = MovingObject([xclick, yclick])
self.objs.append(newObj)
self.updatePoints()
def click(self, event):
if not event.inaxes:
return
# Get closest index event.
self.get_closest_index(event)
if self._idx == None:
if self.addMode:
self.addPointOnClick(event)
else:
if self.selectMode:
self.assignState()
def assignState(self):
obj = self.objs[self._idx]
# Setting solver and colors.
if self.ui.RK4.isChecked():
obj.set_solver('RK4')
obj.set_color(self.solverColors['RK4'])
if self.ui.MidPoint.isChecked():
obj.set_solver('MidPoint')
obj.set_color(self.solverColors['MidPoint'])
if self.ui.ExplicitEuler.isChecked():
obj.set_solver('ExplicitEuler')
obj.set_color(self.solverColors['ExplicitEuler'])
self.updatePoints()
def get_closest_index(self, event):
if not event.inaxes:
return
xdata = [obj.state[0] for obj in self.objs]
ydata = [obj.state[1] for obj in self.objs]
pts_array = np.hstack((np.array([xdata]).T, np.array([ydata]).T))
cur_loc = np.array([[event.xdata, event.ydata]])
# print(pts_array, cur_loc)
dist = np.sqrt(np.sum((cur_loc - pts_array)**2, axis=1))
# print("dist", dist)
if len(dist) > 0:
min_loc = np.argmin(dist)
if dist[min_loc] < (self.xmax - self.xmin)/20:
self._idx = min_loc
else:
self._idx = None
else:
self._idx = None
def OperationalMode(self):
if self.ui.addPoints.isChecked():
self.addMode = True
self.selectMode = False
elif self.ui.selectMode.isChecked():
self.selectMode = True
self.addMode = False
else:
self.selectMode = False
self.addMode = False
print("Add mode is", self.addMode)
print("Select Mode is", self.selectMode)
def update_quiver(self):
self.quiver.remove()
self.quiver = self.ax.quiver(self.X, self.Y, self.u, self.v)
self.draw()
def startAnimation(self):
self.animateMode = True
self.resetObjs = self.objs
self.vectorFieldAnimation.event_source.start()
# if not self.vectorFieldAnimation:
# self.vectorFieldAnimation = animation.FuncAnimation(self.fig, self.animateStep, frames = 720, interval = 10)
# self.vectorFieldAnimation.event_source.stop()
# Stopping the animation.
def stopAnimation(self):
self.vectorFieldAnimation.event_source.stop()
def reset(self):
if self.vectorFieldAnimation:
self.vectorFieldAnimation = None
# Derivative in current object state.
def getDerivative(self, obj):
cur_state = obj.get_state()
X, Y = cur_state[0], cur_state[1]
# Current derivative.
curdX = eval(self.perPointU)
curdY = eval(self.perPointV)
return np.array([curdX, curdY])
# Clear all is being clicked here.
def clearAll(self):
if self.pts:
self.pts.remove()
# Clearing all the points.
self.objs = []
self.pts = self.ax.scatter([], [], color = 'blue')
# Runge Kutta method.
def RK4Step(self, obj):
K1 = self.getDerivative(obj)
K1pos = obj.state
K2pos = K1pos + (self.dt/2)*(K1)
obj.set_state(K2pos)
K2 = self.getDerivative(obj)
K3pos = K1pos + (self.dt/2)*(K2)
obj.set_state(K3pos)
K3 = self.getDerivative(obj)
K4pos = K1pos + (self.dt)*(K3)
obj.set_state(K4pos)
K4 = self.getDerivative(obj)
# New state obtained here.
new_state = K1pos + (self.dt)*(K1/6 + K2/3 + K3/3 + K4/6)
obj.set_state(new_state)
# MidpointStep.
def MidPointStep(self, obj):
x, y = obj.state[0], obj.state[1]
# Updating current state.
cur_state = np.array([x, y])
cur_derivative = self.getDerivative(obj)
mid_state = cur_state + (self.dt/2)*cur_derivative
obj.set_state(mid_state)
# Mid derivative.
mid_derivative = self.getDerivative(obj)
new_state = cur_state + self.dt*mid_derivative
obj.set_state(new_state)
# ExplicitEulerStep taken here.
def ExplicitEulerStep(self, obj):
# x, y = obj.state[0], obj.state[1]
# Current derivative.
cur_derivative = self.getDerivative(obj)
cur_state = obj.state
# Updating object state.
obj.state = cur_state + self.dt*(cur_derivative)
# Draw figure function.
def draw_figure(self):
# Axes being cleared.
self.ax.clear()
self.ax.set_xlim(self.xmin, self.xmax)
self.ax.set_ylim(self.ymin, self.ymax)
self.ax.grid()
X = np.linspace(self.xmin, self.xmax, self.density)#round(self.density))
Y = np.linspace(self.ymin, self.ymax, self.density)#round(self.density))
self.X, self.Y = np.meshgrid(X, Y)
# U and V being evaluated.
self.u = eval(self.xText)
self.v = eval(self.yText)
# We get x data, y data and colors for each of the objects.
xdata = [obj.state[0] for obj in self.objs]
ydata = [obj.state[1] for obj in self.objs]
color_stack = []
xdata = []
ydata = []
for obj in self.objs:
xdata.append(obj.state[0])
ydata.append(obj.state[1])
color_stack.append(obj.color)
# Quiver, pts and draw function here.
self.quiver = self.ax.quiver(self.X, self.Y, self.u, self.v)
self.pts = self.ax.scatter(xdata, ydata, color = color_stack)
self.draw()
def toggleXMin(self):
self.xmin = self.ui.xMinSlider.value()
self.draw_figure()
# Stepsize.
def toggleStepSize(self):
self.dt = self.ui.stepSize.value()/100.
print("Step size", self.dt)
def toggleXMax(self):
self.xmax = self.ui.xMaxSlider.value()
self.draw_figure()
def toggleYMin(self):
self.ymin = self.ui.yMinSlider.value()
self.draw_figure()
def toggleYMax(self):
self.ymax = self.ui.yMaxSlider.value()
self.draw_figure()
def toggleDensity(self):
self.density = self.ui.densitySlider.value()
self.draw_figure()
def toggleAnimation(self):
self.animateMode = not self.animateMode
# AnimateStep function.
def animateStep(self, idx):
offsets = []
# print("Animate step called")
if self.animateMode:
for obj in self.objs:
if not self.outofBounds(obj):
if obj.solver == 'RK4':
self.RK4Step(obj)
elif obj.solver == 'ExplicitEuler':
self.ExplicitEulerStep(obj)
elif obj.solver == 'MidPoint':
self.MidPointStep(obj)
offsets.append([obj.state[0], obj.state[1]])
else:
del obj
if len(offsets) > 0:
self.pts.set_offsets(offsets)
# Check whether the value is outofBounds.
def outofBounds(self, obj):
xLoc, yLoc = obj.state[0], obj.state[1]
cond = (xLoc > self.absXMax or xLoc < self.absXMin or yLoc > self.absYMax or yLoc < self.absYMin)
return cond
# Compute formula from X and Y.
def computeFormulaXandY(self):
xText = self.ui.uLineEdit.text()
yText = self.ui.vLineEdit.text()
xText = xText.upper()
yText = yText.upper()
self.perPointU = xText
self.perPointU = self.perPointU.replace("SIN", "np.sin").replace("COS", "np.cos")
# Processing yText and replace sin and cosine values.
self.perPointV = yText
self.perPointV = self.perPointV.replace("SIN", "np.sin").replace("COS", "np.cos")
# X text and Y text being processed on grid.
xText = self.perPointU.replace("X", "self.X")
xText = xText.replace("Y", "self.Y")
yText = self.perPointV.replace("X", "self.X")
yText = yText.replace("Y", "self.Y")
if xText == "":
xText = "0"
if yText == "":
yText = "0"
self.xText = xText
self.yText = yText
self.u = eval(self.xText)
self.v = eval(self.yText)
self.update_quiver()
def mouse_move(self, event):
if (self._idx is None) or self.selectMode:
return
x, y = event.xdata, event.ydata
self.objs[self._idx].set_state([x,y])
self.updatePoints()
def mouse_release(self, event):
self._idx = None