def main(argv):
  #open the index
  searcher = SearchIndex(argv[2])
  searcher.initializeAnalyzer()

  ipaddress = 'localhost'
  #dexter object
  tagURL = 'http://' + ipaddress + ':8080/rest/annotate'
  catURL = 'http://' + ipaddress + ':8080/rest/graph/get-entity-categories'
  dexter = Dexter(tagURL, catURL, argv[7])

  #category vector
  catVect = loadCategoryVector(argv[3])
  catManage1 = CategoryManager(catVect, argv[4], Category)
  catManage2 = CategoryManager(catVect, argv[5], CategorySubcluster)

  #load the Category co-occurrence bit
  catCoMan = CoOcManager(argv[6], CoOccurrence(), ' ')

  #ranker
  ranker = Ranker()

  #task extraction
  htcTask = TaskExpansion('Indexes/htcIndex', ranker, 3000)
  qccTask = TaskExpansion('Indexes/qccIndex', ranker, 3000)
  #taskK = argv[5][argv[5].rfind('/')+1:]

  #totalVocab = loadFileInList(argv[6]);

  #expansion
  entExp1 = CatThesExpansion(dexter, catManage1, ranker, catCoMan)
  entExp2 = CatThesExpansion(dexter, catManage2, ranker, catCoMan)
  #term expansion
  coOccExp = CoOccurExpansion(catCoMan, None, ranker)

  rel, noRel = loadRelJudgements(argv[8])

  outFolder = argv[9]

  #randomWalk
  #randWalk = RandomWalk(argv[3],argv[4],ranker)
  #randWalk = RandomWalk(catManage,catCoMan,entTermVect, catTermVect,ranker)

  #result String
  #query key terms
  #queryList = loadQueryList(argv[4]);

  #plotMap = {'baseline':{},'ent':{}, 'entSub':{}, 'qccTask':{}, 'htcTask':{},'co':{}};
  #plotNDCG = {'baseline':{},'ent':{}, 'entSub':{}, 'qccTask':{}, 'htcTask':{},'co':{}};

  #viewedFileFolder =  argv[5]
  #i=0
  ##qMap = [];
  ##qNdcg = [];
  #meth = 'baseline'
  #oFile  = open(outFolder+'/baseline.RL1','w');
  #covered = {};
  #porter = stem.porter.PorterStemmer();
  #for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(argv[1]):
  #i+=1
  #query = session[0].strip();
  #if i in rel and query not in covered:
  #covered[query] = 1.0;
  #docList = searcher.getTopDocuments(query,1000,'content','id');
  #k = 1
  #for dtuple  in docList:
  #oFile.write(str(i)+' Q0 '+dtuple[0]+' '+str(k)+' '+str(round(dtuple[1],2))+' baseline\n');
  #k +=1
  #'''qmap = findAvgPrec(docList,rel[i],noRel[i]);
  #dcg10, idcg10 = findDCG(docList[:10],rel[i]);
  ##print dcg10, idcg10, rel[i].values();
  #ndcg10 = 0.0;
  #if idcg10 > 0:
  #ndcg10 = dcg10/idcg10;
  #qMap.append(qmap);
  #qNdcg.append(ndcg10);
  #oFile.write('ndcg10 '+str(i)+' '+str(ndcg10)+'\n');
  #oFile.write('map '+str(i)+' '+str(qmap)+'\n');
  #'''
  #else:
  #print 'No rel ', i, session[0];
  #oFile.close();
  #'''
  #fmap = sum(qMap)/len(qMap);
  #fnd = sum(qNdcg)/len(qNdcg);
  #oFile.write('all map ' +str(fmap)+'\n');
  #oFile.write('all ndcg10 '+str(fnd)+'\n');
  #for val in range(0,55,5):
  #plotMap[meth][val] = fmap;
  #plotNDCG[meth][val] = fnd;
  #oFile.close();
  #'''

  i = 0
  #qMap = {};
  #qNdcg = {};
  oFile = {}
  meth = 'co'
  covered = {}
  for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(
      argv[1]):
    i += 1
    query = session[0].strip()

    if i in rel and query not in covered:
      covered[query] = 1.0
      coExpTerms = coOccExp.expandTextWithStep(query, 50, 55, 5)
      for noTerms, terms in coExpTerms.items():
        #if noTerms not in qMap:
        #	qMap[noTerms] = [];	
        #	qNdcg[noTerms] = [];
        if noTerms not in oFile:
          oFile[noTerms] = open(
              outFolder + '/' + meth + '_' + str(noTerms) + '.RL1', 'w')
        docList = searcher.getTopDocumentsWithExpansion(query, terms, 1000,
                                                        'content', 'id')
        k = 1
        for dtuple in docList:
          oFile[noTerms].write(str(i) + ' Q0 ' + dtuple[0] + ' ' + str(k) + ' '
                               + str(round(dtuple[1], 2)) + ' baseline\n')
          k += 1
        '''qmap = findAvgPrec(docList,rel[i],noRel[i]);

                                dcg10, idcg10 = findDCG(docList[:10],rel[i]);
                                ndcg10 = 0.0;
                                if idcg10 > 0:
                                        ndcg10 = dcg10/idcg10;
                                qMap[noTerms].append(qmap);
                                qNdcg[noTerms].append(ndcg10);
                                oFile[noTerms].write('ndcg10 '+str(i)+'
                                '+str(ndcg10)+' '+str(dcg10)+'
                                '+str(idcg10)+'\n');
                                oFile[noTerms].write('map '+str(i)+'
                                '+str(qmap)+'\n');
                                '''
  '''
        for entry, vlist in qMap.items():
                i = len(vlist);
                fmap = sum(vlist)/i;
                fnd = sum(qNdcg[entry])/i;
                print sum(vlist), len(vlist);
                oFile[entry].write('all map ' +str(fmap)+'\n');
                oFile[entry].write('all ndcg10 '+str(fnd)+'\n');
                plotMap[meth][entry] = fmap;
                plotNDCG[meth][entry] = fnd;
                oFile[entry].close();
        '''
  for entry in oFile.keys():
    oFile[entry].close()

  i = 0
  #qMap = {};
  #qNdcg = {};
  oFile = {}
  meth = 'ent'
  covered = {}
  for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(
      argv[1]):
    i += 1
    query = session[0].strip()
    cText = normalize(' '.join(cTitle[0]), porter)
    if i in rel and query not in covered:
      covered[query] = 1.0
      entStatus1, entExpTerms1 = entExp1.expandTextWithStep(query, cText, 1, 50,
                                                            55, 5)
      for noTerms, terms in entExpTerms1.items():
        #if noTerms not in qMap:
        #	qMap[noTerms] = [];	
        #	qNdcg[noTerms] = [];
        if noTerms not in oFile:
          oFile[noTerms] = open(
              outFolder + '/' + meth + '_' + str(noTerms) + '.RL1', 'w')
        docList = searcher.getTopDocumentsWithExpansion(session[0], terms, 1000,
                                                        'content', 'id')
        k = 1
        for dtuple in docList:
          oFile[noTerms].write(str(i) + ' Q0 ' + dtuple[0] + ' ' + str(k) + ' '
                               + str(round(dtuple[1], 2)) + ' baseline\n')
          k += 1
        '''
                                qmap = findAvgPrec(docList,rel[i],noRel[i]);
                                dcg10, idcg10 = findDCG(docList[:10],rel[i]);
                                ndcg10 = 0.0;
                                if idcg10 > 0:
                                        ndcg10 = dcg10/idcg10;

                                qMap[noTerms].append(qmap);
                                qNdcg[noTerms].append(ndcg10);
                                oFile[noTerms].write('ndcg10 '+str(i)+'
                                '+str(ndcg10)+' '+str(dcg10)+'
                                '+str(idcg10)+'\n');
                                oFile[noTerms].write('map '+str(i)+'
                                '+str(qmap)+'\n');

        for entry, vlist in qMap.items():
                i = len(vlist);
                fmap = sum(qMap[entry])/i;
                fnd = sum(qNdcg[entry])/i;
                oFile[entry].write('all map ' +str(fmap)+'\n');
                oFile[entry].write('all ndcg10 '+str(fnd)+'\n');
                plotMap[meth][entry] = fmap;
                plotNDCG[meth][entry] = fnd;
                oFile[entry].close();
        '''
  for entry in oFile.keys():
    oFile[entry].close()

  i = 0
  #qMap = {};
  #qNdcg = {};
  oFile = {}
  meth = 'entSub'
  covered = {}
  for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(
      argv[1]):
    i += 1
    query = session[0].strip()
    cText = normalize(' '.join(cTitle[0]), porter)
    if i in rel and query not in covered:
      covered[query] = 1.0
      entStatus2, entExpTerms2 = entExp2.expandTextWithStepAndSubcluster(
          query, cText, 1, 50, 55, 5)
      for noTerms, terms in entExpTerms2.items():
        #if noTerms not in qMap:
        #qMap[noTerms] = [];	
        #qNdcg[noTerms] = [];
        if noTerms not in oFile:
          oFile[noTerms] = open(
              outFolder + '/' + meth + '_' + str(noTerms) + '.RL1', 'w')
        docList = searcher.getTopDocumentsWithExpansion(session[0], terms, 1000,
                                                        'content', 'id')
        k = 1
        for dtuple in docList:
          oFile[noTerms].write(str(i) + ' Q0 ' + dtuple[0] + ' ' + str(k) + ' '
                               + str(round(dtuple[1], 2)) + ' baseline\n')
          k += 1
        '''qmap = findAvgPrec(docList,rel[i],noRel[i]);

                                dcg10, idcg10 = findDCG(docList[:10],rel[i]);
                                ndcg10 = 0.0;
                                if idcg10 > 0:
                                        ndcg10 = dcg10/idcg10;

                                qMap[noTerms].append(qmap);
                                qNdcg[noTerms].append(ndcg10);
                                oFile[noTerms].write('ndcg10 '+str(i)+'
                                '+str(ndcg10)+' '+str(dcg10)+'
                                '+str(idcg10)+'\n');
                                oFile[noTerms].write('map '+str(i)+'
                                '+str(qmap)+'\n');

        for entry, vlist in qMap.items():
                i = len(vlist);
                fmap = sum(qMap[entry])/i;
                fnd = sum(qNdcg[entry])/i;
                oFile[entry].write('all map ' +str(fmap)+'\n');
                oFile[entry].write('all ndcg10 '+str(fnd)+'\n');
                plotMap[meth][entry] = fmap;
                plotNDCG[meth][entry] = fnd;
                oFile[entry].close();
        '''
  for entry in oFile.keys():
    oFile[entry].close()

  i = 0
  #qMap = {};
  #qNdcg = {};
  oFile = {}
  meth = 'qccTask'
  covered = {}
  for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(
      argv[1]):
    i += 1
    query = session[0].strip()

    if i in rel and query not in covered:
      covered[query] = 1.0
      qccTaskTerms = qccTask.expandTextWithStep(query, 50, 55, 5)
      for noTerms, terms in qccTaskTerms.items():
        #if noTerms not in qMap:
        #qMap[noTerms] = [];	
        #qNdcg[noTerms] = [];
        if noTerms not in oFile:
          oFile[noTerms] = open(
              outFolder + '/' + meth + '_' + str(noTerms) + '.RL1', 'w')
        docList = searcher.getTopDocumentsWithExpansion(session[0], terms, 1000,
                                                        'content', 'id')
        k = 1
        for dtuple in docList:
          oFile[noTerms].write(str(i) + ' Q0 ' + dtuple[0] + ' ' + str(k) + ' '
                               + str(round(dtuple[1], 2)) + ' baseline\n')
          k += 1

  #qmap = findAvgPrec(docList,rel[i],noRel[i]);
  #dcg10, idcg10 = findDCG(docList[:10],rel[i]);
  #ndcg10 = 0.0;
  #if idcg10 > 0:
  #ndcg10 = dcg10/idcg10;
  #
  #qMap[noTerms].append(qmap);
  #qNdcg[noTerms].append(ndcg10);
  #oFile[noTerms].write('ndcg10 '+str(i)+' '+str(ndcg10)+' '+str(dcg10)+' '+str(idcg10)+'\n');
  #oFile[noTerms].write('map '+str(i)+' '+str(qmap)+'\n');
  #
  #for entry, vlist in qMap.items():
  #i = len(vlist);
  #fmap = sum(qMap[entry])/i;
  #fnd = sum(qNdcg[entry])/i;
  #oFile[entry].write('all map ' +str(fmap)+'\n');
  #oFile[entry].write('all ndcg10 '+str(fnd)+'\n');
  #plotMap[meth][entry] = fmap;
  #plotNDCG[meth][entry] = fnd;
  #oFile[entry].close();
  #
  for entry in oFile.keys():
    oFile[entry].close()

  i = 0
  #qMap = {};
  #qNdcg = {};
  oFile = {}
  meth = 'htcTask'
  covered = {}
  for session, viewDocs, clickDocs, cTitle, cSummary in getSessionWithXML(
      argv[1]):
    i += 1
    query = session[0].strip()

    if i in rel and query not in covered:
      covered[query] = 1.0
      htcTaskTerms = htcTask.expandTextWithStep(query, 50, 55, 5)
      for noTerms, terms in htcTaskTerms.items():
        #if noTerms not in qMap:
        #qMap[noTerms] = [];	
        #qNdcg[noTerms] = [];
        if noTerms not in oFile:
          oFile[noTerms] = open(
              outFolder + '/' + meth + '_' + str(noTerms) + '.RL1', 'w')
        docList = searcher.getTopDocumentsWithExpansion(session[0], terms, 1000,
                                                        'content', 'id')
        k = 1
        for dtuple in docList:
          oFile[noTerms].write(str(i) + ' Q0 ' + dtuple[0] + ' ' + str(k) + ' '
                               + str(round(dtuple[1], 2)) + ' baseline\n')
          k += 1
        #qmap = findAvgPrec(docList,rel[i],noRel[i]);
        #dcg10, idcg10 = findDCG(docList[:10],rel[i]);
        #ndcg10 = 0.0;
        #if idcg10 > 0:
        #ndcg10 = dcg10/idcg10;
        #qMap[noTerms].append(qmap);
        #qNdcg[noTerms].append(ndcg10);
        #oFile[noTerms].write('ndcg10 '+str(i)+' '+str(ndcg10)+' '+str(dcg10)+' '+str(idcg10)+'\n');
        #oFile[noTerms].write('map '+str(i)+' '+str(qmap)+'\n');
        #
        #for entry, vlist in qMap.items():
        #i = len(vlist);
        #fmap = sum(qMap[entry])/i;
        #fnd = sum(qNdcg[entry])/i;
        #oFile[entry].write('all map ' +str(fmap)+'\n');
        #oFile[entry].write('all ndcg10 '+str(fnd)+'\n');
        #plotMap[meth][entry] = fmap;
        #plotNDCG[meth][entry] = fnd;
        #oFile[entry].close();
  for entry in oFile.keys():
    oFile[entry].close()

  #plotMultipleSys(plotMap,'No of Terms', 'MAP',outFolder+'/map.png','Retrieval MAP Plot');
  #plotMultipleSys(plotNDCG,'No of Terms', 'NDCG@10',outFolder+'/ndcg10.png','Retrieval NDCG Plot');

  searcher.close()
示例#2
0
def main(argv):
    ipaddress = "localhost"
    # dexter object
    tagURL = "http://" + ipaddress + ":8080/rest/annotate"
    catURL = "http://" + ipaddress + ":8080/rest/graph/get-entity-categories"
    dexter = Dexter(tagURL, catURL, argv[5])

    # load the Category co-occurrence bit
    catCoMan = CoOcManager(argv[4], CoOccurrence(), " ")

    # category vector
    catVect = loadCategoryVector(argv[2])
    catManage1 = CategoryManager(catVect, argv[3], Category)
    catManage2 = CategoryManager(catVect, argv[7], CategorySubcluster)

    # ranker
    ranker = Ranker()
    totalVocab = loadFileInList(argv[6])
    # task extraction
    # htcTask = TaskExpansion('Indexes/htcIndex',ranker,3000);
    qccTask = TaskExpansion("Indexes/qccIndex", ranker, 3000, totalVocab)
    # taskK = argv[5][argv[5].rfind('/')+1:]

    wordFeatMan = None
    # WordManager(argv[8],False);

    # expansion
    # entExp1 = CatThesExpansion(dexter, catManage1, ranker,catCoMan,wordFeatMan);
    entExp2 = CatThesExpansion(dexter, catManage2, ranker, catCoMan, wordFeatMan)
    # term expansion
    coOccExp = CoOccurExpansion(catCoMan, None, ranker)
    # randomWalk
    # randWalk = RandomWalk(argv[2],argv[3],ranker)
    prec = {"ent": {}, "qccTask": {}, "htcTask": {}, "co": {}, "entSub": {}}
    mrr = {"ent": {}, "qccTask": {}, "htcTask": {}, "co": {}, "entSub": {}}

    ent_prec = {"ent": {}, "qccTask": {}, "htcTask": {}, "co": {}, "entSub": {}}
    ent_mrr = {"ent": {}, "qccTask": {}, "htcTask": {}, "co": {}, "entSub": {}}

    """
	sess_prec = {};
	sess_mrr = {};
	"""
    covered = {}

    i = 0

    porter = stem.porter.PorterStemmer()

    ttype = argv[10]

    for session, doc, click, cTitle, cSummary in getSessionWithXML(argv[1]):
        query = session[0]
        qSet = getQueryTerms(query)
        # print 'Title, Summary clicked ',cTitle[0], cSummary[0];
        aTerms = None
        # cText = normalize(' '.join(cTitle[0]),porter);
        if ttype == "query":
            aTerms, rTerms = addedAndRemovedTerms(query, session[1:], totalVocab)
        elif ttype == "title":
            aTerms = getTerms(cTitle, qSet, totalVocab, porter, range(1, len(session) - 1))
        else:
            aTerms = getTerms(cTitle, qSet, totalVocab, porter, range(1, len(session) - 1))
            bTerms = getTerms(cSummary, qSet, totalVocab, porter, range(1, len(session) - 1))
            aTerms = aTerms | bTerms

        print i, "Query", query, aTerms, len(aTerms)

        if len(aTerms) > 0:  # and query not in covered:
            covered[query] = 1

            coExpTerms = coOccExp.expandTextWithStep(query, 0, 55, 5)

            # entStatus1, entExpTerms1 = entExp1.expandTextWithStep(query,'',1,0,55,5);
            entStatus1, entExpTerms2 = entExp2.expandTextWithStepAndSubcluster(query, "", 1, 0, 55, 5)

            qccTaskTerms = qccTask.expandTextWithStep(query, 0, 55, 5)
            # htcTaskTerms = htcTask.expandTextWithStep(query,0,55,5)
            # randExpTerms = randWalk.expandTextWithStep(query,55,105,5)
            if not entStatus1:
                print i, "Ent False", query

                # addLen = getBand(len(aTerms));
                # if addLen not in sess_prec:
                # 	sess_prec[addLen] = {'ent':{}};#, 'qccTask':{}, 'htcTask':{}, 'co':{} };
                # 	sess_mrr[addLen] = {'ent':{}};#, 'qccTask':{}, 'htcTask':{}, 'co':{} };

                # for noTerms in entExpTerms1.keys():
                # print 'ETerms\t',i,'\t',query,'\t',entExpTerms1[noTerms],'\t',noTerms;
                # prec1 , mrr1 = getPrecRecall(entExpTerms1[noTerms],aTerms);
                # prec = updateStats(noTerms, 'ent',prec1, prec);
                # mrr = updateStats(noTerms, 'ent',mrr1, mrr);
                # if entStatus1:
                # ent_prec = updateStats(noTerms, 'ent',prec1, ent_prec)
                # ent_mrr = updateStats(noTerms, 'ent',mrr1, ent_mrr);
                ##sess_prec[addLen] = updateStats(noTerms, 'ent',prec1, sess_prec[addLen])
                ##sess_mrr[addLen] = updateStats(noTerms, 'ent',mrr1, sess_mrr[addLen]);
                # print 'EMetrics ',i,'\t',noTerms,'\t', len(aTerms), '\t', aTerms, '\t',prec1, '\t',mrr1;
                #
            for noTerms in entExpTerms2.keys():
                print "ESubTerms\t", i, "\t", query, "\t", entExpTerms2[noTerms], "\t", noTerms
                prec1, mrr1 = getPrecRecall(entExpTerms2[noTerms], aTerms)
                prec = updateStats(noTerms, "entSub", prec1, prec)
                mrr = updateStats(noTerms, "entSub", mrr1, mrr)
                if entStatus1:
                    ent_prec = updateStats(noTerms, "entSub", prec1, ent_prec)
                    ent_mrr = updateStats(noTerms, "entSub", mrr1, ent_mrr)
                    # sess_prec[addLen] = updateStats(noTerms, 'ent',prec1, sess_prec[addLen])
                    # sess_mrr[addLen] = updateStats(noTerms, 'ent',mrr1, sess_mrr[addLen]);
                print "ESubMetrics ", i, "\t", noTerms, "\t", len(aTerms), "\t", aTerms, "\t", prec1, "\t", mrr1

            for noTerms in qccTaskTerms.keys():
                print "qccTaskTerms\t", i, "\t", query, "\t", qccTaskTerms[noTerms], "\t", noTerms
                prec1, mrr1 = getPrecRecall(qccTaskTerms[noTerms], aTerms)
                prec = updateStats(noTerms, "qccTask", prec1, prec)
                mrr = updateStats(noTerms, "qccTask", mrr1, mrr)
                if entStatus1:
                    ent_prec = updateStats(noTerms, "qccTask", prec1, ent_prec)
                    ent_mrr = updateStats(noTerms, "qccTask", mrr1, ent_mrr)
                """
				sess_prec[addLen] = updateStats(noTerms, 'qccTask',prec1, sess_prec[addLen])
				sess_mrr[addLen] = updateStats(noTerms, 'qccTask',mrr1, sess_mrr[addLen]);
				"""
                print "qccTaskMetrics ", i, "\t", noTerms, "\t", len(aTerms), "\t", aTerms, "\t", prec1, "\t", mrr1

                # for noTerms in htcTaskTerms.keys():
                # print 'htcTaskTerms\t',i,'\t',query,'\t',htcTaskTerms[noTerms],'\t',noTerms
                # prec1 , mrr1 = getPrecRecall(htcTaskTerms[noTerms],aTerms)
                # prec = updateStats(noTerms, 'htcTask',prec1, prec)
                # mrr = updateStats(noTerms, 'htcTask',mrr1, mrr);
                # if entStatus1:
                # ent_prec = updateStats(noTerms, 'htcTask',prec1, ent_prec)
                # ent_mrr = updateStats(noTerms, 'htcTask',mrr1, ent_mrr);
                ##sess_prec[addLen] = updateStats(noTerms, 'htcTask',prec1, sess_prec[addLen])
                ##sess_mrr[addLen] = updateStats(noTerms, 'htcTask',mrr1, sess_mrr[addLen]);
                #
                # print 'htcTaskMetrics ',i,'\t',noTerms,'\t', len(aTerms), '\t', aTerms, '\t',prec1, '\t',mrr1

            for noTerms in coExpTerms.keys():
                print "CoTerms\t", i, "\t", query, "\t", coExpTerms[noTerms], "\t", noTerms
                prec1, mrr1 = getPrecRecall(coExpTerms[noTerms], aTerms)
                prec = updateStats(noTerms, "co", prec1, prec)
                mrr = updateStats(noTerms, "co", mrr1, mrr)
                if entStatus1:
                    ent_prec = updateStats(noTerms, "co", prec1, ent_prec)
                    ent_mrr = updateStats(noTerms, "co", mrr1, ent_mrr)
                """
				sess_prec[addLen] = updateStats(noTerms, 'co',prec1, sess_prec[addLen])
				sess_mrr[addLen] = updateStats(noTerms, 'co' ,mrr1, sess_mrr[addLen]);
				"""
                print "CoMetrics ", i, "\t", noTerms, "\t", len(aTerms), "\t", aTerms, "\t", prec1, "\t", mrr1

        else:
            pass
            # print 'NO ADDED TERMS in', i;
        i += 1

    printMetric(prec, "entSub", "Prec")
    printMetric(mrr, "entSub", "Mrr")

    printMetric(prec, "ent", "Prec")
    printMetric(mrr, "ent", "Mrr")

    printMetric(prec, "htcTask", "Prec")
    printMetric(mrr, "htcTask", "Mrr")

    printMetric(prec, "qccTask", "Prec")
    printMetric(mrr, "qccTask", "Mrr")

    printMetric(prec, "co", "Prec")
    printMetric(mrr, "co", "Mrr")

    printMetric(ent_prec, "entSub", "EntPrec")
    printMetric(ent_mrr, "entSub", "EntMrr")

    printMetric(ent_prec, "ent", "EntPrec")
    printMetric(ent_mrr, "ent", "EntMrr")

    printMetric(ent_prec, "htcTask", "EntPrec")
    printMetric(ent_mrr, "htcTask", "EntMrr")

    printMetric(ent_prec, "qccTask", "EntPrec")
    printMetric(ent_mrr, "qccTask", "EntMrr")

    printMetric(ent_prec, "co", "EntPrec")
    printMetric(ent_mrr, "co", "EntMrr")

    plotMultipleSys(
        prec,
        "No of Terms",
        "Prec",
        argv[9] + "/" + argv[1][argv[1].rfind("/") + 1 : -4] + "_" + "prec.png",
        "Term Prediction Prec Plot",
    )
    plotMultipleSys(
        mrr,
        "No of Terms",
        "MRR",
        argv[9] + "/" + argv[1][argv[1].rfind("/") + 1 : -4] + "_" + "mrr.png",
        "Term Prediction MRR Plot",
    )
    plotMultipleSys(
        ent_prec,
        "No of Terms",
        "Prec",
        argv[9] + "/" + argv[1][argv[1].rfind("/") + 1 : -4] + "_" + "_ent_prec.png",
        "Term Prediction Prec Plot (Ent queries)",
    )
    plotMultipleSys(
        ent_mrr,
        "No of Terms",
        "MRR",
        argv[9] + "/" + argv[1][argv[1].rfind("/") + 1 : -4] + "_" + "_ent_mrr.png",
        "Term Prediction MRR Plot (Ent queries)",
    )

    # htcTask.closeIndex();
    qccTask.closeIndex()
    """