def show_batch_results(self, ideal_result, real_result):
if ideal_result == real_result:
Logger.success("{}/{} - 100%".format(ideal_result, real_result), True)
elif ideal_result == 0:
Logger.error("0/{} - 0%".format(real_result), True)
else:
Logger.warning("{}/{} - {}%".format(ideal_result, real_result, round(100.0 * ideal_result / real_result, 2)), True)
def crack(self):
Logger.info("\nTrain on " + self._captcha)
options = self.options
if not options.mod:
Logger.error("Can't crack without a mod")
return None
supposed_words = []
processed = self.getImage()
processed = self.cleanImage(processed)
# Ensure that image is in black and white
processed = self.blackAndWhite(processed)
# List of images
characters = self.getCharacters(processed)
trained_chars = self.loadTrainedChars()
Logger.subheader("Detected characters")
# Go through each character
for character in characters:
# Transform image to list of lists
a_char = self.imageTo2DBinaryList(character)
similarity_best = 0.0
similarity_letter = None
for char, chars_list in trained_chars.iteritems():
for a_trained_char in chars_list:
similarity = self.computeSimilarity(a_char, a_trained_char)
if similarity > similarity_best:
similarity_best = similarity
similarity_letter = char
supposed_words.append((similarity_best, similarity_letter))
Logger.log("{} {}%".format(similarity_letter, round(similarity_best, 2)))
guess = ""
multiple_probability = 1.0
average_probability = 0.0
all_guesed = True
for probability, letter in supposed_words:
if letter:
guess += str(letter)
else:
guess += "_"
all_guesed = False
multiple_probability *= probability / 100
average_probability += probability
if len(guess):
average_probability /= len(guess)
Logger.subheader("Results")
if all_guesed:
Logger.success(guess)
else:
Logger.info("characters marked with _ are the ones that are not guessed:")
Logger.error(guess)
Logger.info("{}% Overall probability".format(round(multiple_probability * 100, 2)))
Logger.info("{}% Average probability".format(round(average_probability, 2)))
if not options.verbose:
Logger.log(guess, True)
return guess