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José Fonsecaf87d8c62011-02-15 12:19:11 +00001#!/usr/bin/env python
2##########################################################################
3#
José Fonsecacbb46fa2011-05-21 18:47:21 +01004# Copyright 2011 Jose Fonseca
José Fonsecaf87d8c62011-02-15 12:19:11 +00005# Copyright 2008-2009 VMware, Inc.
6# All Rights Reserved.
7#
8# Permission is hereby granted, free of charge, to any person obtaining a copy
9# of this software and associated documentation files (the "Software"), to deal
10# in the Software without restriction, including without limitation the rights
11# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
12# copies of the Software, and to permit persons to whom the Software is
13# furnished to do so, subject to the following conditions:
14#
15# The above copyright notice and this permission notice shall be included in
16# all copies or substantial portions of the Software.
17#
18# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
19# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
20# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
21# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
22# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
23# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
24# THE SOFTWARE.
25#
26##########################################################################/
27
28
José Fonsecabe591db2011-05-22 00:37:12 +010029'''Snapshot (image) comparison script.
30'''
31
32
José Fonsecaf87d8c62011-02-15 12:19:11 +000033import sys
34import os.path
José Fonsecaf87d8c62011-02-15 12:19:11 +000035import optparse
José Fonsecacbb46fa2011-05-21 18:47:21 +010036import math
37import operator
José Fonsecaf87d8c62011-02-15 12:19:11 +000038
José Fonseca6d5954b2011-07-13 00:08:21 +010039from PIL import Image
40from PIL import ImageChops
41from PIL import ImageEnhance
José Fonsecae9fcdcf2011-12-14 23:18:49 +000042from PIL import ImageFilter
José Fonsecaf87d8c62011-02-15 12:19:11 +000043
44
José Fonsecac9573b52013-04-18 20:30:49 +010045thumbSize = 320
José Fonsecaf87d8c62011-02-15 12:19:11 +000046
José Fonsecae9fcdcf2011-12-14 23:18:49 +000047gaussian_kernel = ImageFilter.Kernel((3, 3), [1, 2, 1, 2, 4, 2, 1, 2, 1], 16)
José Fonsecaf87d8c62011-02-15 12:19:11 +000048
José Fonseca0b956fd2011-06-04 22:51:45 +010049class Comparer:
50 '''Image comparer.'''
José Fonsecacbb46fa2011-05-21 18:47:21 +010051
José Fonseca0b956fd2011-06-04 22:51:45 +010052 def __init__(self, ref_image, src_image, alpha = False):
José Fonsecabcca5f72011-09-06 00:07:41 +010053 if isinstance(ref_image, basestring):
54 self.ref_im = Image.open(ref_image)
55 else:
56 self.ref_im = ref_image
57
58 if isinstance(src_image, basestring):
59 self.src_im = Image.open(src_image)
60 else:
61 self.src_im = src_image
José Fonsecacbb46fa2011-05-21 18:47:21 +010062
José Fonseca0b956fd2011-06-04 22:51:45 +010063 # Ignore
64 if not alpha:
65 self.ref_im = self.ref_im.convert('RGB')
66 self.src_im = self.src_im.convert('RGB')
José Fonsecacbb46fa2011-05-21 18:47:21 +010067
José Fonseca0b956fd2011-06-04 22:51:45 +010068 self.diff = ImageChops.difference(self.src_im, self.ref_im)
José Fonsecacbb46fa2011-05-21 18:47:21 +010069
José Fonsecaff1c0f22011-12-11 12:34:40 +000070 def size_mismatch(self):
71 return self.ref_im.size != self.src_im.size
72
José Fonseca0b956fd2011-06-04 22:51:45 +010073 def write_diff(self, diff_image, fuzz = 0.05):
José Fonsecadbef9b62013-05-22 13:21:45 +010074 if self.size_mismatch():
75 return
76
José Fonseca0b956fd2011-06-04 22:51:45 +010077 # make a difference image similar to ImageMagick's compare utility
78 mask = ImageEnhance.Brightness(self.diff).enhance(1.0/fuzz)
79 mask = mask.convert('L')
José Fonsecacbb46fa2011-05-21 18:47:21 +010080
José Fonseca0b956fd2011-06-04 22:51:45 +010081 lowlight = Image.new('RGB', self.src_im.size, (0xff, 0xff, 0xff))
82 highlight = Image.new('RGB', self.src_im.size, (0xf1, 0x00, 0x1e))
83 diff_im = Image.composite(highlight, lowlight, mask)
José Fonsecacbb46fa2011-05-21 18:47:21 +010084
José Fonseca0b956fd2011-06-04 22:51:45 +010085 diff_im = Image.blend(self.src_im, diff_im, 0xcc/255.0)
86 diff_im.save(diff_image)
87
José Fonsecae9fcdcf2011-12-14 23:18:49 +000088 def precision(self, filter=False):
José Fonsecaff1c0f22011-12-11 12:34:40 +000089 if self.size_mismatch():
90 return 0.0
91
José Fonsecae9fcdcf2011-12-14 23:18:49 +000092 diff = self.diff
93 if filter:
94 diff = diff.filter(gaussian_kernel)
95
José Fonseca0b956fd2011-06-04 22:51:45 +010096 # See also http://effbot.org/zone/pil-comparing-images.htm
José Fonsecae9fcdcf2011-12-14 23:18:49 +000097 h = diff.histogram()
José Fonseca0b956fd2011-06-04 22:51:45 +010098 square_error = 0
99 for i in range(1, 256):
100 square_error += sum(h[i : 3*256: 256])*i*i
101 rel_error = float(square_error*2 + 1) / float(self.diff.size[0]*self.diff.size[1]*3*255*255*2)
102 bits = -math.log(rel_error)/math.log(2.0)
103 return bits
104
José Fonseca01b8c7b2011-12-04 15:31:31 +0000105 def ae(self, fuzz = 0.05):
José Fonseca0b956fd2011-06-04 22:51:45 +0100106 # Compute absolute error
José Fonsecaff1c0f22011-12-11 12:34:40 +0000107
108 if self.size_mismatch():
109 return sys.maxint
110
José Fonseca0b956fd2011-06-04 22:51:45 +0100111 # TODO: this is approximate due to the grayscale conversion
112 h = self.diff.convert('L').histogram()
113 ae = sum(h[int(255 * fuzz) + 1 : 256])
114 return ae
José Fonsecaf87d8c62011-02-15 12:19:11 +0000115
116
117def surface(html, image):
José Fonseca0c881f72011-05-15 11:50:01 +0100118 if True:
José Fonsecaf87d8c62011-02-15 12:19:11 +0000119 name, ext = os.path.splitext(image)
José Fonseca0c881f72011-05-15 11:50:01 +0100120 thumb = name + '.thumb' + ext
121 if os.path.exists(image) \
122 and (not os.path.exists(thumb) \
123 or os.path.getmtime(thumb) < os.path.getmtime(image)):
José Fonsecaf87d8c62011-02-15 12:19:11 +0000124 im = Image.open(image)
José Fonsecac9573b52013-04-18 20:30:49 +0100125 imageWidth, imageHeight = im.size
126 if imageWidth <= thumbSize and imageHeight <= thumbSize:
127 if imageWidth >= imageHeight:
128 imageHeight = imageHeight*thumbSize/imageWidth
129 imageWidth = thumbSize
130 else:
131 imageWidth = imageWidth*thumbSize/imageHeight
132 imageHeight = thumbSize
133 html.write(' <td><img src="%s" width="%u" height="%u"/></td>\n' % (image, imageWidth, imageHeight))
134 return
135
136 im.thumbnail((thumbSize, thumbSize))
José Fonsecaf87d8c62011-02-15 12:19:11 +0000137 im.save(thumb)
José Fonseca0c881f72011-05-15 11:50:01 +0100138 else:
139 thumb = image
140 html.write(' <td><a href="%s"><img src="%s"/></a></td>\n' % (image, thumb))
141
142
143def is_image(path):
José Fonseca63f08472011-12-13 15:53:49 +0000144 name = os.path.basename(path)
145 name, ext1 = os.path.splitext(name)
146 name, ext2 = os.path.splitext(name)
José Fonseca63f08472011-12-13 15:53:49 +0000147 return ext1 in ('.png', '.bmp') and ext2 not in ('.diff', '.thumb')
José Fonseca0c881f72011-05-15 11:50:01 +0100148
149
150def find_images(prefix):
José Fonseca0c881f72011-05-15 11:50:01 +0100151 if os.path.isdir(prefix):
152 prefix_dir = prefix
153 else:
154 prefix_dir = os.path.dirname(prefix)
155
156 images = []
157 for dirname, dirnames, filenames in os.walk(prefix_dir, followlinks=True):
158 for filename in filenames:
159 filepath = os.path.join(dirname, filename)
160 if filepath.startswith(prefix) and is_image(filepath):
161 images.append(filepath[len(prefix):])
162
163 return images
José Fonsecaf87d8c62011-02-15 12:19:11 +0000164
165
166def main():
José Fonsecacbb46fa2011-05-21 18:47:21 +0100167 global options
168
José Fonsecaf87d8c62011-02-15 12:19:11 +0000169 optparser = optparse.OptionParser(
Carl Worth905c1282011-11-14 11:05:11 -0800170 usage="\n\t%prog [options] <ref_prefix> <src_prefix>")
José Fonsecaf87d8c62011-02-15 12:19:11 +0000171 optparser.add_option(
Carl Worthcbabe342012-04-09 13:45:33 -0700172 '-v', '--verbose',
173 action="store_true", dest="verbose", default=False,
174 help="verbose output")
175 optparser.add_option(
José Fonsecaf87d8c62011-02-15 12:19:11 +0000176 '-o', '--output', metavar='FILE',
José Fonsecacbb46fa2011-05-21 18:47:21 +0100177 type="string", dest="output", default='index.html',
178 help="output filename [default: %default]")
José Fonsecaf87d8c62011-02-15 12:19:11 +0000179 optparser.add_option(
José Fonsecaf87d8c62011-02-15 12:19:11 +0000180 '-f', '--fuzz',
José Fonseca0b956fd2011-06-04 22:51:45 +0100181 type="float", dest="fuzz", default=0.05,
José Fonsecada3e8442011-06-03 19:50:34 +0100182 help="fuzz ratio [default: %default]")
José Fonsecacbb46fa2011-05-21 18:47:21 +0100183 optparser.add_option(
José Fonseca07984732011-12-13 15:53:13 +0000184 '-a', '--alpha',
185 action="store_true", dest="alpha", default=False,
186 help="take alpha channel in consideration")
187 optparser.add_option(
José Fonsecacbb46fa2011-05-21 18:47:21 +0100188 '--overwrite',
189 action="store_true", dest="overwrite", default=False,
José Fonseca07984732011-12-13 15:53:13 +0000190 help="overwrite images")
Carl Worth78329e22012-04-09 11:24:52 -0700191 optparser.add_option(
192 '--show-all',
193 action="store_true", dest="show_all", default=False,
194 help="show all images, including similar ones")
José Fonsecaf87d8c62011-02-15 12:19:11 +0000195
196 (options, args) = optparser.parse_args(sys.argv[1:])
197
198 if len(args) != 2:
199 optparser.error('incorrect number of arguments')
200
José Fonseca2f6720e2011-04-13 15:57:15 +0100201 ref_prefix = args[0]
202 src_prefix = args[1]
José Fonsecaf87d8c62011-02-15 12:19:11 +0000203
José Fonseca0c881f72011-05-15 11:50:01 +0100204 ref_images = find_images(ref_prefix)
205 src_images = find_images(src_prefix)
206 images = list(set(ref_images).intersection(set(src_images)))
207 images.sort()
208
José Fonsecaf87d8c62011-02-15 12:19:11 +0000209 if options.output:
210 html = open(options.output, 'wt')
211 else:
212 html = sys.stdout
213 html.write('<html>\n')
214 html.write(' <body>\n')
215 html.write(' <table border="1">\n')
Carl Worthae3981a2012-04-03 15:18:00 -0700216 html.write(' <tr><th>File</th><th>%s</th><th>%s</th><th>&Delta;</th></tr>\n' % (ref_prefix, src_prefix))
Carl Worthb3b6d732012-04-03 16:02:25 -0700217 failures = 0
José Fonseca0c881f72011-05-15 11:50:01 +0100218 for image in images:
219 ref_image = ref_prefix + image
220 src_image = src_prefix + image
221 root, ext = os.path.splitext(src_image)
222 delta_image = "%s.diff.png" % (root, )
José Fonsecaf87d8c62011-02-15 12:19:11 +0000223 if os.path.exists(ref_image) and os.path.exists(src_image):
Carl Worthcbabe342012-04-09 13:45:33 -0700224 if options.verbose:
225 sys.stdout.write('Comparing %s and %s ...' % (ref_image, src_image))
Carl Worthb3b6d732012-04-03 16:02:25 -0700226 comparer = Comparer(ref_image, src_image, options.alpha)
Carl Worth78329e22012-04-09 11:24:52 -0700227 match = comparer.ae(fuzz=options.fuzz) == 0
228 if match:
Carl Worthcbabe342012-04-09 13:45:33 -0700229 result = 'MATCH'
Carl Worthb3b6d732012-04-03 16:02:25 -0700230 bgcolor = '#20ff20'
231 else:
Carl Worthcbabe342012-04-09 13:45:33 -0700232 result = 'MISMATCH'
Carl Worthb3b6d732012-04-03 16:02:25 -0700233 failures += 1
234 bgcolor = '#ff2020'
Carl Worthcbabe342012-04-09 13:45:33 -0700235 if options.verbose:
236 sys.stdout.write(' %s\n' % (result,))
José Fonsecaf87d8c62011-02-15 12:19:11 +0000237 html.write(' <tr>\n')
Carl Worth78329e22012-04-09 11:24:52 -0700238 html.write(' <td bgcolor="%s"><a href="%s">%s<a/></td>\n' % (bgcolor, ref_image, image))
239 if not match or options.show_all:
240 if options.overwrite \
241 or not os.path.exists(delta_image) \
242 or (os.path.getmtime(delta_image) < os.path.getmtime(ref_image) \
243 and os.path.getmtime(delta_image) < os.path.getmtime(src_image)):
244 comparer.write_diff(delta_image, fuzz=options.fuzz)
245 surface(html, ref_image)
246 surface(html, src_image)
247 surface(html, delta_image)
José Fonsecaf87d8c62011-02-15 12:19:11 +0000248 html.write(' </tr>\n')
249 html.flush()
José Fonsecaf87d8c62011-02-15 12:19:11 +0000250 html.write(' </table>\n')
251 html.write(' </body>\n')
252 html.write('</html>\n')
253
Carl Worthb3b6d732012-04-03 16:02:25 -0700254 if failures:
255 sys.exit(1)
José Fonsecaf87d8c62011-02-15 12:19:11 +0000256
257if __name__ == '__main__':
258 main()