text: # coding=utf-8
  
  __author__='aagrawal'
  
  # This code is based on the code written by Tsung-Yi Lin for MSCOCO Python API available at the following link: 
  # (https://github.com/tylin/coco-caption/blob/master/pycocoevalcap/eval.py).
  import sys
  import re
  
  class VQAEval:
  	def __init__(self, vqa, vqaRes, n=2):
  		self.n 			  = n
  		self.accuracy     = {}
  		self.evalQA       = {}
  		self.evalQuesType = {}
  		self.evalAnsType  = {}
  		self.vqa 		  = vqa
  		self.vqaRes       = vqaRes
  		self.params		  = {'question_id': vqa.getQuesIds()}
  		self.contractions = {"aint": "ain't", "arent": "aren't", "cant": "can't", "couldve": "could've", "couldnt": "couldn't", \
  							 "couldn'tve": "couldn't've", "couldnt've": "couldn't've", "didnt": "didn't", "doesnt": "doesn't", "dont": "don't", "hadnt": "hadn't", \
  							 "hadnt've": "hadn't've", "hadn'tve": "hadn't've", "hasnt": "hasn't", "havent": "haven't", "hed": "he'd", "hed've": "he'd've", \
  							 "he'dve": "he'd've", "hes": "he's", "howd": "how'd", "howll": "how'll", "hows": "how's", "Id've": "I'd've", "I'dve": "I'd've", \
  							 "Im": "I'm", "Ive": "I've", "isnt": "isn't", "itd": "it'd", "itd've": "it'd've", "it'dve": "it'd've", "itll": "it'll", "let's": "let's", \
  							 "maam": "ma'am", "mightnt": "mightn't", "mightnt've": "mightn't've", "mightn'tve": "mightn't've", "mightve": "might've", \
  							 "mustnt": "mustn't", "mustve": "must've", "neednt": "needn't", "notve": "not've", "oclock": "o'clock", "oughtnt": "oughtn't", \
  							 "ow's'at": "'ow's'at", "'ows'at": "'ow's'at", "'ow'sat": "'ow's'at", "shant": "shan't", "shed've": "she'd've", "she'dve": "she'd've", \
  							 "she's": "she's", "shouldve": "should've", "shouldnt": "shouldn't", "shouldnt've": "shouldn't've", "shouldn'tve": "shouldn't've", \
  							 "somebody'd": "somebodyd", "somebodyd've": "somebody'd've", "somebody'dve": "somebody'd've", "somebodyll": "somebody'll", \
  							 "somebodys": "somebody's", "someoned": "someone'd", "someoned've": "someone'd've", "someone'dve": "someone'd've", \
  							 "someonell": "someone'll", "someones": "someone's", "somethingd": "something'd", "somethingd've": "something'd've", \
  							 "something'dve": "something'd've", "somethingll": "something'll", "thats": "that's", "thered": "there'd", "thered've": "there'd've", \
  							 "there'dve": "there'd've", "therere": "there're", "theres": "there's", "theyd": "they'd", "theyd've": "they'd've", \
  							 "they'dve": "they'd've", "theyll": "they'll", "theyre": "they're", "theyve": "they've", "twas": "'twas", "wasnt": "wasn't", \
  							 "wed've": "we'd've", "we'dve": "we'd've", "weve": "we've", "werent": "weren't", "whatll": "what'll", "whatre": "what're", \
  							 "whats": "what's", "whatve": "what've", "whens": "when's", "whered": "where'd", "wheres": "where's", "whereve": "where've", \
  							 "whod": "who'd", "whod've": "who'd've", "who'dve": "who'd've", "wholl": "who'll", "whos": "who's", "whove": "who've", "whyll": "why'll", \
  							 "whyre": "why're", "whys": "why's", "wont": "won't", "wouldve": "would've", "wouldnt": "wouldn't", "wouldnt've": "wouldn't've", \
  							 "wouldn'tve": "wouldn't've", "yall": "y'all", "yall'll": "y'all'll", "y'allll": "y'all'll", "yall'd've": "y'all'd've", \
  							 "y'alld've": "y'all'd've", "y'all'dve": "y'all'd've", "youd": "you'd", "youd've": "you'd've", "you'dve": "you'd've", \
  							 "youll": "you'll", "youre": "you're", "youve": "you've"}
  		self.manualMap    = { 'none': '0',
  							  'zero': '0',
  							  'one': '1',
  							  'two': '2',
  							  'three': '3',
  							  'four': '4',
  							  'five': '5',
  							  'six': '6',
  							  'seven': '7',
  							  'eight': '8',
  							  'nine': '9',
  							  'ten': '10'
  							}
  		self.articles     = ['a',
  							 'an',
  							 'the'
  							]
  
  
  		self.periodStrip  = re.compile("(?!<=\d)(\.)(?!\d)")
  		self.commaStrip   = re.compile("(\d)(\,)(\d)")
  		self.punct        = [';', r"/", '[', ']', '"', '{', '}',
  							 '(', ')', '=', '+', '\\', '_', '-',
  							 '>', '<', '@', '`', ',', '?', '!']
  
  
  	def evaluate(self, quesIds=None):
  		if quesIds == None:
  			quesIds = [quesId for quesId in self.params['question_id']]
  		gts = {}
  		res = {}
  		for quesId in quesIds:
  			gts[quesId] = self.vqa.qa[quesId]
  			res[quesId] = self.vqaRes.qa[quesId]
  
  		# =================================================
  		# Compute accuracy
  		# =================================================
  		accQA       = []
  		accQuesType = {}
  		accAnsType  = {}
  		print "computing accuracy"
  		step = 0
  		for quesId in quesIds:
  			resAns      = res[quesId]['answer']
  			resAns      = resAns.replace('\n', ' ')
  			resAns      = resAns.replace('\t', ' ')
  			resAns      = resAns.strip()
  			resAns      = self.processPunctuation(resAns)
  			resAns      = self.processDigitArticle(resAns)
  			gtAcc  = []
  			gtAnswers = [ans['answer'] for ans in gts[quesId]['answers']]
  			if len(set(gtAnswers)) > 1: 
  				for ansDic in gts[quesId]['answers']:
  					ansDic['answer'] = self.processPunctuation(ansDic['answer'])
  			for gtAnsDatum in gts[quesId]['answers']:
  				otherGTAns = [item for item in gts[quesId]['answers'] if item!=gtAnsDatum]
  				matchingAns = [item for item in otherGTAns if item['answer']==resAns]
  				acc = min(1, float(len(matchingAns))/3)
  				gtAcc.append(acc)
  			quesType    = gts[quesId]['question_type']
  			ansType     = gts[quesId]['answer_type']
  			avgGTAcc = float(sum(gtAcc))/len(gtAcc)
  			accQA.append(avgGTAcc)
  			if quesType not in accQuesType:
  				accQuesType[quesType] = []
  			accQuesType[quesType].append(avgGTAcc)
  			if ansType not in accAnsType:
  				accAnsType[ansType] = []
  			accAnsType[ansType].append(avgGTAcc)
  			self.setEvalQA(quesId, avgGTAcc)
  			self.setEvalQuesType(quesId, quesType, avgGTAcc)
  			self.setEvalAnsType(quesId, ansType, avgGTAcc)
  			if step%100 == 0:
  				self.updateProgress(step/float(len(quesIds)))
  			step = step + 1
  
  		self.setAccuracy(accQA, accQuesType, accAnsType)
  		print "Done computing accuracy"
  
  	def processPunctuation(self, inText):
  		outText = inText
  		for p in self.punct:
  			if (p + ' ' in inText or ' ' + p in inText) or (re.search(self.commaStrip, inText) != None):
  				outText = outText.replace(p, '')
  			else:
  				outText = outText.replace(p, ' ')
  		outText = self.periodStrip.sub("",
  									  outText,
  									  re.UNICODE)
  		return outText
  
  	def processDigitArticle(self, inText):
  		outText = []
  		tempText = inText.lower().split()
  		for word in tempText:
  			word = self.manualMap.setdefault(word, word)
  			if word not in self.articles:
  				outText.append(word)
  			else:
  				pass
  		for wordId, word in enumerate(outText):
  			if word in self.contractions: 
  				outText[wordId] = self.contractions[word]
  		outText = ' '.join(outText)
  		return outText
  
  	def setAccuracy(self, accQA, accQuesType, accAnsType):
  		self.accuracy['overall']         = round(100*float(sum(accQA))/len(accQA), self.n)
  		self.accuracy['perQuestionType'] = {quesType: round(100*float(sum(accQuesType[quesType]))/len(accQuesType[quesType]), self.n) for quesType in accQuesType}
  		self.accuracy['perAnswerType']   = {ansType:  round(100*float(sum(accAnsType[ansType]))/len(accAnsType[ansType]), self.n) for ansType in accAnsType}
  
  	def setEvalQA(self, quesId, acc):
  		self.evalQA[quesId] = round(100*acc, self.n)
  
  	def setEvalQuesType(self, quesId, quesType, acc):
  		if quesType not in self.evalQuesType:
  			self.evalQuesType[quesType] = {}
  		self.evalQuesType[quesType][quesId] = round(100*acc, self.n)
  
  	def setEvalAnsType(self, quesId, ansType, acc):
  		if ansType not in self.evalAnsType:
  			self.evalAnsType[ansType] = {}
  		self.evalAnsType[ansType][quesId] = round(100*acc, self.n)
  
  	def updateProgress(self, progress):
  		barLength = 20
  		status = ""
  		if isinstance(progress, int):
  			progress = float(progress)
  		if not isinstance(progress, float):
  			progress = 0
  			status = "error: progress var must be float\r\n"
  		if progress < 0:
  			progress = 0
  			status = "Halt...\r\n"
  		if progress >= 1:
  			progress = 1
  			status = "Done...\r\n"
  		block = int(round(barLength*progress))
  		text = "\rFinshed Percent: [{0}] {1}% {2}".format( "#"*block + "-"*(barLength-block), int(progress*100), status)
  		sys.stdout.write(text)
  		sys.stdout.flush()
  
  