switched from argparse to getopt for compatibility with Python 2.6
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@ -3,7 +3,7 @@ import video
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import sys
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try: fn = sys.argv[1]
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except: fn = 'synth:bg=../cpp/lena.jpg:noise=0.1'
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except: fn = video.presets['lena']
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def nothing(*arg):
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pass
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@ -91,31 +91,34 @@ class SVM(LetterStatModel):
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if __name__ == '__main__':
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import argparse
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import getopt
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import sys
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models = [RTrees, KNearest, Boost, SVM] # MLP, NBayes
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models = dict( [(cls.__name__.lower(), cls) for cls in models] )
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parser = argparse.ArgumentParser()
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parser.add_argument('-model', default='rtrees', choices=models.keys())
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parser.add_argument('-data', nargs=1, default='../cpp/letter-recognition.data')
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parser.add_argument('-load', nargs=1)
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parser.add_argument('-save', nargs=1)
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args = parser.parse_args()
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print 'loading data %s ...' % args.data
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samples, responses = load_base(args.data)
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Model = models[args.model]
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print 'USAGE: letter_recog.py [--model <model>] [--data <data fn>] [--load <model fn>] [--save <model fn>]'
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print 'Models: ', ', '.join(models)
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print
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args, dummy = getopt.getopt(sys.argv[1:], '', ['model=', 'data=', 'load=', 'save='])
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args = dict(args)
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args.setdefault('--model', 'rtrees')
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args.setdefault('--data', '../cpp/letter-recognition.data')
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print 'loading data %s ...' % args['--data']
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samples, responses = load_base(args['--data'])
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Model = models[args['--model']]
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model = Model()
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train_n = int(len(samples)*model.train_ratio)
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if args.load is None:
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print 'training %s ...' % Model.__name__
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model.train(samples[:train_n], responses[:train_n])
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else:
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fn = args.load[0]
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if '--load' in args:
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fn = args['--load']
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print 'loading model from %s ...' % fn
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model.load(fn)
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else:
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print 'training %s ...' % Model.__name__
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model.train(samples[:train_n], responses[:train_n])
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print 'testing...'
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train_rate = np.mean(model.predict(samples[:train_n]) == responses[:train_n])
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@ -123,7 +126,7 @@ if __name__ == '__main__':
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print 'train rate: %f test rate: %f' % (train_rate*100, test_rate*100)
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if args.save is not None:
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fn = args.save[0]
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if '--save' in args:
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fn = args['--save']
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print 'saving model to %s ...' % fn
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model.save(fn)
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@ -47,19 +47,27 @@ def create_capture(source):
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return cv2.VideoCapture(source)
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presets = dict(
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lena = 'synth:bg=../cpp/lena.jpg:noise=0.1'
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)
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if __name__ == '__main__':
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import sys
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import argparse
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parser = argparse.ArgumentParser()
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parser.add_argument('sources', nargs='*', default=['synth:bg=../cpp/lena.jpg:noise=0.1'])
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parser.add_argument('-shotdir', nargs=1, default='.')
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args = parser.parse_args()
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print args
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import getopt
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print 'USAGE: video.py [--shotdir <dir>] [source0] [source1] ...'
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print "source: '<int>' or '<filename>' or 'synth:<params>'"
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print
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args, sources = getopt.getopt(sys.argv[1:], '', 'shotdir=')
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args = dict(args)
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shotdir = args.get('--shotdir', '.')
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if len(sources) == 0:
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sources = [ presets['lena'] ]
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print 'Press SPACE to save current frame'
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caps = map(create_capture, args.sources)
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caps = map(create_capture, sources)
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shot_idx = 0
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while True:
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imgs = []
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@ -72,7 +80,7 @@ if __name__ == '__main__':
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break
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if ch == ord(' '):
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for i, img in enumerate(imgs):
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fn = '%s/shot_%d_%03d.bmp' % (args.shotdir[0], i, shot_idx)
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fn = '%s/shot_%d_%03d.bmp' % (shotdir, i, shot_idx)
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cv2.imwrite(fn, img)
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print fn, 'saved'
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shot_idx += 1
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