def __init__(self, **kwargs):
super(TemperatureGraph, self).__init__(**kwargs)
plot = LinePlot(color=ORANGE)
plot.points = state.temp_history.points
self.add_plot(plot)
self.temp_plot = plot
plot = LinePlot(color=GREEN)
plot.points = state.temp_history.points
self.add_plot(plot)
self.target_temp_plot = plot
Clock.schedule_interval(self.update, UPDATE_INTERVAL)
def __init__(self, **kwargs):
super(case, self).__init__(**kwargs)
box = FloatLayout()
graph = Graph(xlabel='X', ylabel='Y', x_ticks_minor=5,
x_ticks_major=25, y_ticks_major=1,
y_grid_label=True, x_grid_label=True, padding=5,
x_grid=True, y_grid=True, xmin=-0, xmax=20, ymin=0, ymax=10)
plot = LinePlot()
# plot.points = [(x, sin(x / 10.)) for x in range(0, 101)]
# data = np.array([[0,0], [1,1],[2,2]])
data = collections.deque(maxlen = 20)
time = collections.deque(maxlen = 20)
d = (0,1,2,3,4,5,6,7,8,9)
t = (0,1,2,3,4,5,6,7,8,9)
data.append(d)
time.append(t)
toplot = np.vstack((time,data)).T
print toplot
plot.points = tuple(map(tuple, toplot))
graph.add_plot(plot)
box.add_widget(graph)
self.add_widget(box)
def addGraph(self,datapoint,xData,yData,dt):
points = [t for t in zip((xData).astype(int),yData)];
ymin = int(min(yData))
ymax = int(max(yData))
xmin = int(min(xData))
xmax = int(max(xData))
if self.setMinMax :
if self.ids.graph.ymin > ymin:
self.ids.graph.ymin = ymin
if self.ids.graph.ymax < ymax:
self.ids.graph.ymax = ymax
if self.ids.graph.xmin > xmin:
self.ids.graph.xmin = xmin
if self.ids.graph.xmax < xmax:
self.ids.graph.xmax = xmax
else:
self.ids.graph.ymin = ymin
self.ids.graph.ymax = ymax
self.ids.graph.xmin = xmin
self.ids.graph.xmax = xmax
self.setMinMax = True
plot = LinePlot(color=self.color)
plot.points = points
self.ids.graph.add_plot(plot)
index = random.randint(0,3)
btn1 = ToggleButton(text=datapoint,background_color=self.color)
btn1.bind(state=partial(self.on_press,datapoint))
cp = ColorPicker(color=self.color)
cp.bind(color=partial(self.on_color,datapoint))
self.plotdata[datapoint] = {'color':self.color,'button':btn1,'plot':plot,'colorpick':cp,'points':points}
self.color[index]=self.color[index] - (random.random());
self.ids.hBox.add_widget(btn1)
self.ids.hBoxColor.add_widget(cp)
def __init__(self, **kwargs):
super(PowerGraph, self).__init__(**kwargs)
plot = LinePlot(color=BLUE)
plot.points = state.power_history.points
self.add_plot(plot)
self.plot = plot
Clock.schedule_interval(self.update, UPDATE_INTERVAL)
def update(self):
global t, x
ch, prob = onestep()
for _y in range(lstm_size):
widget = self.cells[_y].children[-1]
self.cells[_y].remove_widget(widget)
box = LstmCell(size_hint=(1.0/time_window, 1))
box.paint_z(z[t][_y])
box.paint_i(i[t][_y])
box.paint_f(f[t][_y])
box.paint_o(o[t][_y])
box.paint_h(h[t][_y])
box.paint_c(c[t][_y])
#box.set_char(ch)
self.cells[_y].add_widget(box)
widget = self.characterArea.children[-1]
self.characterArea.remove_widget(widget)
ch = ' ' + ch + "\n" + str(round(prob, 2))
self.characterArea.add_widget(MyLabel(text=ch, size_hint=(1.0/time_window, 1)))
if dispEquations:
myStr = ""
for _y in range(lstm_size):
myStr += 'z[t] = tanh([' + str(round(Wz[0][0], 2)) + ', ' + str(round(Wz[0][1], 2)) + '] · [' + str(int(x[0])) + ', ' + str(int(x[1])) + '].T + [' + str(round(Rz[0][0], 2)) + '] · [' + str(round(h[t-1], 2)) + '] + ' + str(round(bz, 2)) +') = tanh('+ str(round(z_, 2)) +') = ' + str(round(z[t], 2)) + "\n"
myStr += 'i[t] = sig([' + str(round(Wi[0][0], 2)) + ', ' + str(round(Wi[0][1], 2)) + '] · [' + str(int(x[0])) + ', ' + str(int(x[1])) + '].T + [' + str(round(Ri[0][0], 2)) + '] · [' + str(round(h[t-1], 2)) + '] + '+ str(round(bi, 2)) +') = sig('+ str(round(i_, 2)) +') = ' + str(round(i[t], 2)) + "\n"
myStr += 'f[t] = sig([' + str(round(Wf[0][0], 2)) + ', ' + str(round(Wf[0][1], 2)) + '] · [' + str(int(x[0])) + ', ' + str(int(x[1])) + '].T + [' + str(round(Rf[0][0], 2)) + '] · [' + str(round(h[t-1], 2)) + '] + '+ str(round(bf, 2)) +') = sig('+ str(round(f_, 2)) +') = ' + str(round(f[t], 2)) + "\n"
myStr += 'c[t] = '+ str(round(i[t], 2)) +' * '+ str(round(z[t], 2)) +' + '+ str(round(f[t], 2)) +' * ' + str(round(c[t-1], 2)) + ' = ' + str(round(i[t] * z[t], 2)) + ' + ' + str(round(f[t] * c[t-1], 2)) + ' = ' + str(round(c[t], 2)) + "\n"
myStr += 'o[t] = sig([' + str(round(Wo[0][0], 2)) + ', ' + str(round(Wo[0][1], 2)) + '] · [' + str(int(x[0])) + ', ' + str(int(x[1])) + '].T + [' + str(round(Ro[0][0], 2)) + '] · [' + str(round(h[t-1], 2)) + '] + '+ str(round(bo, 2)) +') = sig('+ str(round(o_, 2)) +') = ' + str(round(o[t], 2)) + "\n"
myStr += 'h[t] = tanh(' + str(round(c[t], 2)) + ') * ' + str(round(o[t], 2)) + ' = ' + str(round(tanh(c[t]) , 2)) + ' * ' + str(round(o[t], 2)) + ' = ' + str(round(h[t], 2)) + "\n"
myStr += 'y[t] = [' + str(round(Wy[0][0], 2)) + ', ' + str(round(Wy[1][0], 2)) + '] · ' + str(round(h[t], 2)) + ' + [' + str(round(by[0], 2)) + ', ' + str(round(by[1], 2)) + '].T = [' + str(round(y[t][0], 2)) + ', ' + str(round(y[t][1], 2)) + '].T' + "\n"
myStr += 'Input: [' + str(int(x[0])) + ', ' + str(int(x[1])) + '] --> Output: [' + str(int(x_next[0])) + ', ' + str(int(x_next[1])) + ']'
self.equationArea.text = myStr
for _y in range(lstm_size):
self.graphs[_y].xmin = t - time_window
self.graphs[_y].xmax = t
for plot in self.graphs[_y].plots:
self.graphs[_y].remove_plot(plot)
ix = 1
for v in (z, i, f, o, c, h):
colors = [int(u) for u in bin(ix)[2:]]
while len(colors) < 3:
colors.insert(0, 0)
ix += 1
plot = LinePlot(color = colors, line_width = 2)
plot.points = [(u, v[u][_y]) for u in range(max(0, t-time_window), t+1)]
self.graphs[_y].add_plot(plot)
t += 1
return
def build(self):
root = FloatLayout(orientation='horizontal')
btnRight = Button(text='Scroll', size_hint=(.05,1),pos_hint={'right':1})#,'y':0})
btnLeft = Button(text='Scroll', size_hint=(.05,1),pos_hint={'left':1})
root.add_widget(btnRight)
root.add_widget(btnLeft)
# scrollV = ScrollView(size_hint=(None,None),size=(800,400))
# scrollV.do_scroll_y=False
graph = Graph()
plot = LinePlot(mode='line_strip', color=[1,0,0,1])
plot.points = [(x[i],y[i]) for i in xrange(len(x))]
graph.add_plot(plot)
graph.x_ticks_major=1
graph.xmin=xmin
graph.xmax=xmax
graph.ymin=ymin
graph.ymax=ymax
graph.y_ticks_major=25
graph.y_grid_label=True
graph.x_grid_label=True
graph.xlabel='X axis'
graph.ylabel='Y axis'
graph.y_grid = True
graph.x_grid = True
def moveRight(obj):
global xmin
global xmax
xmin=xmin+.5
xmax=xmax+.5
graph.xmin=xmin
graph.xmax=xmax
#graph.remove_plot(plot)
#graph.add_plot(plot)
#graph._redraw_size(xmin,ymin,xmax,ymax)
btnRight.bind(on_release=moveRight)
def moveLeft(obj):
global xmin
global xmax
xmin=xmin-.5
xmax=xmax-.5
graph.xmin=xmin
graph.xmax=xmax
btnLeft.bind(on_release=moveLeft)
root.add_widget(graph)
# graph.bind(minimum_height=graph.setter('height'))
# scrollV.add_widget(graph)
return root
def __init__(self, **kwargs):
super(case, self).__init__(**kwargs)
box = FloatLayout()
graph = Graph(xlabel='X',
ylabel='Y',
x_ticks_minor=5,
x_ticks_major=25,
y_ticks_major=1,
y_grid_label=True,
x_grid_label=True,
padding=5,
x_grid=True,
y_grid=True,
xmin=-0,
xmax=20,
ymin=0,
ymax=10)
plot = LinePlot()
# plot.points = [(x, sin(x / 10.)) for x in range(0, 101)]
# data = np.array([[0,0], [1,1],[2,2]])
data = collections.deque(maxlen=20)
time = collections.deque(maxlen=20)
d = (0, 1, 2, 3, 4, 5, 6, 7, 8, 9)
t = (0, 1, 2, 3, 4, 5, 6, 7, 8, 9)
data.append(d)
time.append(t)
toplot = np.vstack((time, data)).T
print toplot
plot.points = tuple(map(tuple, toplot))
graph.add_plot(plot)
box.add_widget(graph)
self.add_widget(box)
def __init__(self, **kwargs):
super(FourthScreen, self).__init__(**kwargs)
# create buttons
btnRight = Button(text='Scroll', size_hint=(.05,1),pos_hint={'x':0.45})#,'y':0})
btnLeft = Button(text='Scroll', size_hint=(.05,1),pos_hint={'left':1})
self.add_widget(btnRight)
self.add_widget(btnLeft)
# create graph
graph = Graph()
plot = LinePlot(mode='line_strip',color=[1,0,0,1])
plot.points = [(x[i],y[i]) for i in xrange(len(x))]
graph.add_plot(plot)
graph.x_ticks_major=.5
graph.xmin=xmin
graph.xmax=xmax
graph.ymin=ymin
graph.ymax=ymax
graph.y_ticks_major=10
graph.xlabel='Time (min)'
graph.ylabel='Brain Wave Amplitude (mV)'
graph.y_grid = True
graph.x_grid = True
graph.size_hint=(0.4,0.9)
graph.x_grid_label=True
graph.y_grid_label=True
# create video player
video = VideoPlayer(source='Momona.mp4')
video.play=False
video.size_hint=(0.5,0.9)
video.pos_hint={'right':1,'top':1}
graph.pos_hint={'x':0.05,'top':1}
def moveRight(obj):
global xmin
global xmax
global xGlobalmax
xmin=xmin+.5
xmax=xmax+.5
graph.xmin=xmin
graph.xmax=xmax
percent = 1-(xGlobalmax-xmin)/xGlobalmax
video.seek(percent)
btnRight.bind(on_release=moveRight)
def moveLeft(obj):
global xmin
global xmax
global xGlobalmax
xmin=xmin-.5
xmax=xmax-.5
graph.xmin=xmin
graph.xmax=xmax
percent = 1-(xGlobalmax-xmin)/xGlobalmax
video.seek(percent)
btnLeft.bind(on_release=moveLeft)
self.add_widget(graph)
self.add_widget(video)
def playVideo(self,FourthScreen):
#get data for patient
with open('choosePatient.txt','r') as f:
patientName=f.read()
# data = data.split(',')
fileName ='videos/' + patientName + ".mp4"
dataMatrix1 = genfromtxt('DemoEEGFile.txt')
x = dataMatrix1[:,0]
x = x - 5.539
y = dataMatrix1[:,1]
xmin = math.trunc(x[0])
ymin = math.trunc(min(y))#math.trunc(y[0])
xmax = xmin+1
xGlobalmax = math.trunc(x[len(x)-1])
ymax = math.trunc(max(y))#math.trunc(y[len(y)-1])
# create buttons
btnRight = Button(text='Scroll', size_hint=(.05,1),pos_hint={'x':0.45})#,'y':0})
btnLeft = Button(text='Scroll', size_hint=(.05,1),pos_hint={'left':1})
FourthScreen.add_widget(btnRight)
FourthScreen.add_widget(btnLeft)
# create graph
graph = Graph()
plot = LinePlot(mode='line_strip',color=[1,0,0,1])
plot.points = [(x[i],y[i]) for i in xrange(len(x))]
graph.add_plot(plot)
graph.x_ticks_major=.5
graph.xmin=xmin
graph.xmax=xmax
graph.ymin=ymin
graph.ymax=ymax
graph.y_ticks_major=10
graph.xlabel='Time (min)'
graph.ylabel='Brain Wave Amplitude (mV)'
graph.y_grid = True
graph.x_grid = True
graph.size_hint=(0.4,0.9)
graph.x_grid_label=True
graph.y_grid_label=True
# create video player
video = VideoPlayer(source=fileName)
video.play=False
video.size_hint=(0.5,0.9)
video.pos_hint={'right':1,'top':1}
graph.pos_hint={'x':0.05,'top':1}
def moveRight(obj):
global xmin
global xmax
global xGlobalmax
xmin=xmin+.5
xmax=xmax+.5
graph.xmin=xmin
graph.xmax=xmax
percent = 1-(xGlobalmax-xmin)/xGlobalmax
video.seek(percent)
btnRight.bind(on_release=moveRight)
def moveLeft(obj):
global xmin
global xmax
global xGlobalmax
xmin=xmin-.5
xmax=xmax-.5
graph.xmin=xmin
graph.xmax=xmax
percent = 1-(xGlobalmax-xmin)/xGlobalmax
video.seek(percent)
btnLeft.bind(on_release=moveLeft)
FourthScreen.add_widget(graph)
FourthScreen.add_widget(video)
