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streamplot.py
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streamplot.py
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import sys
import time
import collections
import numpy as np
try:
import pyqtgraph as pg
from pyqtgraph.Qt import QtGui, QtCore
pg.setConfigOption('background', 'w')
except Exception as e:
print("Unable to import pyqtgraph")
class LivePlotter(object):
"""
Creates instance of QT app for plotting
Defines usefull methods to update data and plot
# Attributes
frequency (float): time in second, minimum time between two updates
downsample (integer): downsampling parameter, unused in this version
size (tuple of integers): size of the window
# Methods
add(x,y): adds data to plot data
update(): update the plot
"""
def __init__(self, **kwargs):
self.name = kwargs.get("name", "live_plotter")
self.frequency = kwargs.get("frequency", 0.1)
self.downsample = kwargs.get("downsample", 10)
self.point_nb = kwargs.get("point_nb", 100)
self.size = kwargs.get("size", (600, 300))
self.pen = kwargs.get("pen", "r")
self.x_axis = kwargs.get("x_axis", "x")
self.y_axis = kwargs.get("y_axis", "y")
self.x_unit = kwargs.get("x_unit", "t")
self.y_unit = kwargs.get("y_unit", "")
self.last_refresh = time.time()
self.x, self.y = [], []
try:
self.win = kwargs.get("win", pg.GraphicsWindow().resize(self.size[0], self.size[1]))
self.p = self.win.addPlot(title=self.name)
self.p.setLabel('left', self.y_axis, units=self.y_unit)
self.p.setLabel('bottom', self.x_axis, units=self.x_unit)
self.plot = self.p.plot(self.x, self.y, pen=self.pen)
except Exception as e:
print("Unable to initialize Live Plotter")
def add(self, y, x=None):
"""
Adds data to the plot
If x is None, will take time for x axis
"""
if x is None:
x = time.time()
self.x += [x]
self.y += [y]
def update(self):
"""
After having added data to the graph data, calling update updates the plot
"""
try:
t = time.time()
frequency = self.frequency
last_refresh = self.last_refresh
downsample = self.downsample
point_nb = self.point_nb
if frequency is not None:
if t - last_refresh < frequency:
return
if point_nb is not None:
x_size = len(self.x)
downsample = x_size / point_nb
# self.plot.setData(self.x, self.y, downsample=downsample)
self.plot.setData(self.x, self.y)
pg.QtGui.QApplication.processEvents()
self.last_refresh = t
except Exception as e:
pass
def close(self):
"""
Closes the window
"""
try:
self.win.close()
except Exception as e:
pass
class PlotManager(object):
"""
General class to handle multiple variable plotting in the same window
# Attributes
title (string): title of the window
size (tuple of integers): size of the window
nline (integer): number of plots for each line of the window, default 3
frequency (float): see LivePlotter
plots (OrderedDict of LivePlotter instances): where the plots are
# Example
length = 10000
costs = np.arange(length)
plt_mgr = PlotManager(
title="plots",
nline=3)
for i in range(length):
cost = costs[i]
plt_mgr.add("cost", cost)
plt_mgr.add("time", time.time())
plt_mgr.add("time2", time.time())
plt_mgr.update()
plt_mgr.close()
"""
def __init__(self, **kwargs):
self.title = kwargs.get("title", "Plots")
self.size = kwargs.get("size", (800, 400))
self.nline = kwargs.get("nline", 3)
self.frequency = kwargs.get("frequency", 0.1)
self.downsample = kwargs.get("downsample", 10)
self.point_nb = kwargs.get("point_nb", 100)
self.nplots = -1
try:
self.plots = collections.OrderedDict()
self.win = pg.GraphicsWindow(title=self.title)
self.win.resize(self.size[0], self.size[1])
except Exception as e:
print("Unable to initialize Plot Manager")
def add(self, name, y, x=None, **kwargs):
"""
Adds data x, y to the data of the variable with name name.
"""
try:
if name not in self.plots:
self.nplots += 1
if self.nplots % self.nline == 0:
self.win.nextRow()
self.plots[name] = LivePlotter(
name=name,
win=self.win,
frequency=self.frequency,
downsample=self.downsample,
point_nb=self.point_nb,
**kwargs)
self.plots[name].add(y, x)
except Exception as e:
pass
def update(self):
"""
Updates all subplots
"""
for name, plot in self.plots.items():
plot.update()
def close(self):
"""
Close window from Terminal
"""
try:
wait = input("Press ENTER to close plots")
except Exception as e:
pass
for name, plot in self.plots.items():
plot.close()