paradiseo/application/eda_sa/plot.py
2010-08-23 18:03:44 +02:00

311 lines
8.6 KiB
Python

#!/usr/bin/env python
"""plot.py -- Plot EDA-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
import optparse, logging, sys
LEVELS = {'debug': logging.DEBUG,
'info': logging.INFO,
'warning': logging.WARNING,
'error': logging.ERROR,
'critical': logging.CRITICAL}
def logger(level_name, filename='plot.log'):
logging.basicConfig(
level=logging.DEBUG,
format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s',
filename=filename, filemode='a'
)
console = logging.StreamHandler()
console.setLevel(LEVELS.get(level_name, logging.NOTSET))
console.setFormatter(logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s'))
logging.getLogger('').addHandler(console)
def parser(parser=optparse.OptionParser()):
parser.add_option('-v', '--verbose', choices=LEVELS.keys(), default='warning', help='set a verbose level')
parser.add_option('-f', '--file', help='give an input project filename', default='')
parser.add_option('-o', '--output', help='give an output filename for logging', default='plot.log')
parser.add_option('-d', '--dimension', help='give a dimension size', default=2)
parser.add_option('-m', '--multiplot', action="store_true", help='plot all graphics in one window', dest="multiplot", default=True)
parser.add_option('-p', '--plot', action="store_false", help='plot graphics separetly, one by window', dest="multiplot")
options, args = parser.parse_args()
logger(options.verbose, options.output)
return options
options = parser()
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 + '\''
title=""
)
)
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 + '\''
title=""
)
)
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 + '\''
title=""
)
)
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 + '\''
title=""
)
)
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 options.multiplot:
g = Gnuplot.Gnuplot()
g('set size 1.0, 1.0')
g('set origin 0.0, 0.0')
g('set multiplot')
g('set size 0.5, 0.5')
g('set origin 0.0, 0.5')
if n >= 1:
plotXPointYFitness('./ResPop', state=gstate, g=g)
g('set size 0.5, 0.5')
g('set origin 0.0, 0.0')
if n >= 2:
plotXPointYFitness('./ResPop', '4:1', state=gstate, g=g)
g('set size 0.5, 0.5')
g('set origin 0.5, 0.5')
if n >= 2:
plotXYPointZFitness('./ResPop', state=gstate, g=g)
g('set size 0.5, 0.5')
g('set origin 0.5, 0.0')
if n >= 3:
plotXYZPoint('./ResPop', state=gstate, g=g)
g('unset multiplot')
else:
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__':
logging.debug('### plotting started ###')
main(int(options.dimension))
logging.debug('### plotting ended ###')