#!/usr/bin/env python """plot.py -- Plot CMA-SA results file""" import os, time, math, tempfile import numpy try: import Gnuplot, Gnuplot.PlotItems, Gnuplot.funcutils except ImportError: # kludge in case Gnuplot hasn't been installed as a module yet: import __init__ Gnuplot = __init__ import PlotItems Gnuplot.PlotItems = PlotItems import funcutils Gnuplot.funcutils = funcutils def wait(str=None, prompt='Press return to show results...\n'): if str is not None: print str raw_input(prompt) def draw2DRect(min=(0,0), max=(1,1), color='black', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) xmin, ymin = min xmax, ymax = max cmd = 'set arrow from %s,%s to %s,%s nohead lc rgb "%s"' g(cmd % (xmin, ymin, xmin, ymax, color)) g(cmd % (xmin, ymax, xmax, ymax, color)) g(cmd % (xmax, ymax, xmax, ymin, color)) g(cmd % (xmax, ymin, xmin, ymin, color)) return g def draw3DRect(min=(0,0,0), max=(1,1,1), state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) # TODO return g def getSortedFiles(path): assert path != None filelist = os.listdir(path) filelist.sort() return filelist def plotXPointYFitness(path, fields='3:1', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Fitness observation') g.xlabel('Coordinates') g.ylabel('Fitness (Quality)') files=[] for filename in getSortedFiles(path): files.append(Gnuplot.File(path + '/' + filename, using=fields, with_='points', title='distribution \'' + filename + '\'')) g.plot(*files) return g def plotXYPointZFitness(path, fields='4:3:1', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Fitness observation in 3-D') g.xlabel('x-axes') g.ylabel('y-axes') g.zlabel('Fitness (Quality)') files=[] for filename in getSortedFiles(path): files.append(Gnuplot.File(path + '/' + filename, using=fields, with_='points', title='distribution \'' + filename + '\'')) g.splot(*files) return g def plotXYPoint(path, fields='3:4', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Points observation in 2-D') g.xlabel('x-axes') g.ylabel('y-axes') files=[] for filename in getSortedFiles(path): files.append(Gnuplot.File(path + '/' + filename, using=fields, with_='points', title='distribution \'' + filename + '\'')) g.plot(*files) return g def plotXYZPoint(path, fields='3:4:5', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Points observation in 3-D') g.xlabel('x-axes') g.ylabel('y-axes') g.zlabel('z-axes') files=[] for filename in getSortedFiles(path): files.append(Gnuplot.File(path + '/' + filename, using=fields, with_='points', title='distribution \'' + filename + '\'')) g.splot(*files) return g def plotParams(path, field='1', state=None, g=None): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Hyper-volume comparaison through all dimensions') g.xlabel('Iterations') g.ylabel('Hyper-volume') g.plot(Gnuplot.File(path, with_='lines', using=field, title='multivariate distribution narrowing')) return g def plot2DRectFromFiles(path, state=None, g=None, plot=True): if g == None: g = Gnuplot.Gnuplot() if state != None: state.append(g) g.title('Rectangle drawing observation') g.xlabel('x-axes') g.ylabel('y-axes') x1,x2,y1,y2 = 0,0,0,0 colors = ['red', 'orange', 'blue', 'green', 'gold', 'yellow', 'gray'] #colors = open('rgb.txt', 'r').readlines() colors_size = len(colors) i = 0 # for color for filename in getSortedFiles(path): line = open(path + '/' + filename, 'r').readline() fields = line.split(' ') if not fields[0] == '2': print 'plot2DRectFromFiles: higher than 2 dimensions not possible to draw' return xmin,ymin,xmax,ymax = fields[1:5] #print xmin,ymin,xmax,ymax cur_color = colors[i % colors_size] draw2DRect((xmin,ymin), (xmax,ymax), cur_color, g=g) g('set obj rect from %s,%s to %s,%s back lw 1.0 fc rgb "%s" fillstyle solid 1.00 border -1' % (xmin,ymin,xmax,ymax,cur_color) ) if plot: if float(xmin) < x1: x1 = float(xmin) if float(ymin) < y1: y1 = float(ymin) if float(xmax) > x2: x2 = float(xmax) if float(ymax) > y2: y2 = float(ymax) #print x1,y1,x2,y2 i += 1 #print x1,y1,x2,y2 if plot: g.plot('[%s:%s][%s:%s] -9999 notitle' % (x1, x2, y1, y2)) return g def main(n): gstate = [] if n >= 1: plotXPointYFitness('./ResPop', state=gstate) if n >= 2: plotXPointYFitness('./ResPop', '4:1', state=gstate) if n >= 2: plotXYPointZFitness('./ResPop', state=gstate) if n >= 3: plotXYZPoint('./ResPop', state=gstate) if n >= 1: plotParams('./ResParams.txt', state=gstate) if n >= 2: plot2DRectFromFiles('./ResBounds', state=gstate) plotXYPoint('./ResPop', state=gstate) g = plot2DRectFromFiles('./ResBounds', state=gstate, plot=False) plotXYPoint('./ResPop', g=g) wait(prompt='Press return to end the plot.\n') pass # when executed, just run main(): if __name__ == '__main__': from sys import argv, exit if len(argv) < 2: print 'Usage: plot [dimension]' exit() main(int(argv[1]))