File size: 26,588 Bytes
21baa2f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
'''
Created on ١١‏/٠٥‏/٢٠١٠

@Created by: Muhammad Altabba
'''
from ...Models.Lexicon.RootsAndPatternsRepository import *;
from ...Models.Lexicon.LettersConstants import *;
from ...Models.Lexicon.LettersConstants import *;
from ...Models.Tagging.POSTags.CliticlessPOS import *;
from ...Models.Tagging.POSTags.NominalPOS import NominalPOSConstants;

from ...Controllers.General.ArabicStringUtility import ArabicStringUtility;
from ...Controllers.Morphology.Cliticlization.ProcliticsGrammers import ProcliticsGrammers;
from ...Controllers.Morphology.Cliticlization.EncliticsGrammers import EncliticsGrammers;
from ...Controllers.Morphology.Entities.Particle import *;
from ...Controllers.Morphology.Entities.DerivedCliticless import DerivedCliticless;
from ...Controllers.Morphology.Entities.UnderivedCliticless import UnderivedCliticless;
from ...Controllers.Morphology.Entities.SurfaceFormMorphemes import SurfaceFormMorphemes;


class MorphologicalAnalyzer(object):
    """
     # PyUML: Do not remove this line! # XMI_ID:_qyiSy435Ed-gg8GOK1TmhA
    """
    '''
    Pattern Matcher
    '''
    __RootsAndPatternsRepository = None;
    __SpecialWordsRepository = None;
    
    PrematureTaggingPositiveThreshold = None;
    PrematureTaggingNegativeThreshold = None;
    
    def __init__(self):
        '''
        Constructor
        '''
        
        self.__RootsAndPatternsRepository = None;
        self.__SpecialWordsRepository = None;
        
        self.PrematureTaggingPositiveThreshold = None;
        self.PrematureTaggingNegativeThreshold = None;
    pass

    def SetRepositories(self, rootsAndPatternsRepository, specialWordsRepository):

        self.__RootsAndPatternsRepository = rootsAndPatternsRepository;
        self.__SpecialWordsRepository = specialWordsRepository;
        
    pass

    def __SubMatch(self, word, string, cliticlessWithDiacritics, allRoots, unvoweledPatterns, voweledPatterns, affixationPossibility):
        unvoweledPatterns = unvoweledPatterns[len(string)];
        matchedUnvoweledPatterns = self.MatchStringWithUnvoweledPatterns(string, unvoweledPatterns);
        underivedCliticlesss = [];
        if len(matchedUnvoweledPatterns) > 0:
            string = affixationPossibility[1];
            #استخراج الجذور لكل وزن:
            possibleRoots = self.__GetRoots(string, matchedUnvoweledPatterns, allRoots);
            # أخذ التقاطعات للأوزان المشّكلة بين قائمة الجذور وقائمة الأوزان الغير مشكّلة:
            if(len(matchedUnvoweledPatterns) == 0):
                return [];
            matchedVoweledPatterns = self.__GetIntersectionsOfVoweledPatterns(matchedUnvoweledPatterns, possibleRoots, voweledPatterns);
            subMatches = self.GetRefinedMatchStructure(cliticlessWithDiacritics, possibleRoots, matchedUnvoweledPatterns, matchedVoweledPatterns);
            
            subMatches = self.EliminateInconsistentMatches(subMatches);
            
            underivedCliticlesss = self.FillIntoDerivedCliticlesss(subMatches);
        
        return underivedCliticlesss;
    pass


    def FillIntoDerivedCliticlesss(self, subMatches):
        derivedWords = [];
        for i in range(len(subMatches)):
            cliticlessWithDiacritics = subMatches[i][0];
            root = subMatches[i][1];
            unvoweledpattern = subMatches[i][2];
            voweledpatterns = subMatches[i][3];
            
            for j in range(len(voweledpatterns)):
                derivedWord = DerivedCliticless(cliticlessWithDiacritics, root, unvoweledpattern, voweledpatterns[j]);
                ###############################################################
                if(derivedWord.IsHamzaCompatibleWithVoweldForm()):
                    derivedWords.append(derivedWord);
        return derivedWords;
    pass





    def __MatchVerbs(self, word, string, cliticlessWithDiacritics, affixationPossibility):
        
        if (len(string) in self.__RootsAndPatternsRepository.UnvoweledVerbalPatterns.keys()):
            
            allRoots = self.__RootsAndPatternsRepository.VerbalRoots;
            unvoweledPatterns = self.__RootsAndPatternsRepository.UnvoweledVerbalPatterns;
            voweledPatterns = self.__RootsAndPatternsRepository.VoweledVerbalPatterns;
            subMatch = self.__SubMatch(word, string, cliticlessWithDiacritics, allRoots, unvoweledPatterns, voweledPatterns, affixationPossibility);

            return subMatch;
        else:
            return [];
    
    pass

    def __MatchNouns(self, word, string, cliticlessWithDiacritics, affixationPossibility, isIndefiniteNoun):
        
        subMatch = [];
        #الأسماء المحددة - (المحصورة بقوائم) مثل الأسماء الموصولة والضمائر                 
        if(isIndefiniteNoun != True and string in self.__SpecialWordsRepository.ClosedNouns.keys()):
            for closedNoun in self.__SpecialWordsRepository.ClosedNouns[string]:
#               closedNoun = self.__SpecialWordsRepository.ClosedNouns[string];
                isCompatible = ArabicStringUtility.IsCompatible(ArabicStringUtility, cliticlessWithDiacritics, closedNoun.VoweledForm);
                if(isCompatible == True):
                    subMatch.append(closedNoun.ReturnAsUnderivedCliticless());
        
        
        #أسماء العلم
#       if(isIndefiniteNoun != True and string in self.__SpecialWordsRepository.ProperNouns.keys()):
        if(string in self.__SpecialWordsRepository.ProperNouns.keys()):   
            for properNoun in self.__SpecialWordsRepository.ProperNouns[string]:
#       properNoun = self.__SpecialWordsRepository.ProperNouns[string];
                isCompatible = ArabicStringUtility.IsCompatible(ArabicStringUtility, cliticlessWithDiacritics, properNoun.VoweledForm);
                if(isCompatible == True):                            
                    underivedCliticless = properNoun.ReturnAsUnderivedCliticless();
                    underivedCliticless.OriginalString = cliticlessWithDiacritics;

        #يمكن استخدامها بعد معالجة الحالات الممنوعة من الصرف
#       lastDiacritic = cliticlessWithDiacritics[len(cliticlessWithDiacritics)-1];
#       if(lastDiacritic in DiacriticsConstants.AllDiacritics):
#           self.AssignCaseAccordingToLastDiacritic(underivedCliticless.POS, lastDiacritic);
                    subMatch.append(underivedCliticless);
        
        
        #معالجة الأسماء المشتقة
        if len(string) in self.__RootsAndPatternsRepository.UnvoweledNominalPatterns.keys():
            allRoots = self.__RootsAndPatternsRepository.NominalRoots;
            unvoweledPatterns = self.__RootsAndPatternsRepository.UnvoweledNominalPatterns;
            voweledPatterns = self.__RootsAndPatternsRepository.VoweledNominalPatterns;
            
            derivedMatches = self.__SubMatch(word, string, cliticlessWithDiacritics, allRoots, unvoweledPatterns, voweledPatterns, affixationPossibility);
            
            for derivedMatch in derivedMatches:
                if(affixationPossibility[0][len(affixationPossibility[0])-1][0] != 'ال' and \
                    derivedMatch.POS.Definiteness & NominalPOSConstants.Definiteness.Definite_by_Itself != 0):
                    derivedMatch.POS.Definiteness -= NominalPOSConstants.Definiteness.Definite_by_Itself;
            subMatch.extend(derivedMatches);
                


        return subMatch;
    
    pass

    def Match(self, word):
        
        affixationPossibilities = word.GetAffixationPosibilities();

        isIndefiniteNoun = False;
        isVerb = None;
        
        if(word.OriginalString[len(word.OriginalString)-1] in ['ً', 'ٍ', 'ٌ']):
            #إذا كانت منوّنة فهي اسم نكرة
            isIndefiniteNoun = True;
            

        matches = [];
        i = 0;
        while i < len(affixationPossibilities):
            string = affixationPossibilities[i][1];
            affixationPossibility = affixationPossibilities[i];
            subMatches = [];
            prefixType = affixationPossibility[0][len(affixationPossibility[0])-1][1];
            suffixType = affixationPossibility[2][len(affixationPossibility[2])-1][1];
            
            #للحصول على الكلمة المدخلة بتشكيلها ولكن بدون لواصق 
            procliticsLen = 0;
            for k in range(len(affixationPossibility[0])):
                procliticsLen += len(affixationPossibility[0][k][0]);
            encliticsLen = 0;
            for k in range(len(affixationPossibility[2])):
                encliticsLen += len(affixationPossibility[2][k][0]);            
            cliticlessWithDiacritics = word.ClipString(1, procliticsLen, encliticsLen);
            
            if(len(cliticlessWithDiacritics) == 0):
                affixationPossibilities.remove(affixationPossibilities[i]);
                continue;
            
            
            #إذا انتهت الكلمة بساكن ليس حرف علة فهي حتماً فعل  
            if(cliticlessWithDiacritics.endswith(DiacriticsConstants.Sukoon) and \
               cliticlessWithDiacritics[len(cliticlessWithDiacritics)-2] not in EllaConstants.AllAhrofElla):
                isVerb = True;
        
            
#            print('PrematureTaggingPositiveThreshold = ', self.PrematureTaggingPositiveThreshold);
#            print(', prematureTaggingNegativeThreshold = ', self.PrematureTaggingNegativeThreshold);
#            print('word.PrematureTags = ', word.PrematureTags);
            
            
            topKeys = word.GetTopPrematureTagsKeys(word)
#            print('max = ', str(max), ', topKeys = ', str(topKeys));
            
            
            #معالجة الأفعال
            if(isIndefiniteNoun != True and prefixType in ['c','v'] and suffixType in ['c','v']\
                and ('Verb' in topKeys \
                    or \
                    'Verb' not in word.PrematureTags.keys() \
                    or \
                    ((self.PrematureTaggingPositiveThreshold == None or \
                        word.PrematureTags['Verb'] < 0 or \
                        word.PrematureTags['Verb'] >= 0 and word.PrematureTags['Verb'] >= self.PrematureTaggingPositiveThreshold)
                    and \
                    (self.PrematureTaggingNegativeThreshold == None or \
                    word.PrematureTags['Verb'] >= 0 or \
                    word.PrematureTags['Verb'] < 0 and word.PrematureTags['Verb'] >= self.PrematureTaggingNegativeThreshold)))):
                
                subMatch = self.__MatchVerbs(word, string, cliticlessWithDiacritics, affixationPossibility);

                #if the enclitics has more than ('', 'c') and the verb ends with 'و'
                if (len(affixationPossibility[2]) > 1 and string.endswith('و')):
#                    print('منته بواو')
                    verbSubMatches = self.__MatchVerbs(word, string + 'ا', cliticlessWithDiacritics + 'ا', affixationPossibility);

                    for match in verbSubMatches:
                        match.OriginalString = cliticlessWithDiacritics;
                        match.UnvoweledForm = string;
                        match.VoweledForm = match.VoweledForm[0:match.VoweledForm.rfind('ا')];
                    subMatch.extend(verbSubMatches);

                subMatches.extend(subMatch);
            
            
            #معالجة الأحرف
            if(isIndefiniteNoun != True and prefixType in ['c'] and suffixType in ['c']\
                and ('Particle' in topKeys or \
                    self.PrematureTaggingPositiveThreshold == None or \
                    'Particle' not in word.PrematureTags.keys() or \
                    word.PrematureTags['Particle'] >= self.PrematureTaggingPositiveThreshold)\
                and isVerb != True):
                #إذا انتهت الكلمة بساكن ليس حرف علة فهي حتماً فعل  
#                if(cliticlessWithDiacritics.endwith(sokoon) and \
#                   cliticlessWithDiacritics[len(cliticlessWithDiacritics)-2] not in ahrof_ella):
#                      continue;
                if(string in self.__SpecialWordsRepository.Particles[0].keys()):
                    for j in self.__SpecialWordsRepository.Particles[0][string]:                        
                        standAloneParticle = self.__SpecialWordsRepository.Particles[1][j];
                        isCompatible = ArabicStringUtility.IsCompatible(ArabicStringUtility,cliticlessWithDiacritics, standAloneParticle.VoweledForm);
                        if(isCompatible == True):
                            subMatches.append(standAloneParticle.ReturnAsParticle());
            
            
            #معالجة الأسماء
            if(prefixType in ['c','n'] and suffixType in ['c','n']\
                and ('Noun' in topKeys or \
                    self.PrematureTaggingPositiveThreshold == None or \
                    'Noun' not in word.PrematureTags.keys() or \
                    word.PrematureTags['Noun'] >= self.PrematureTaggingPositiveThreshold)\
                and isVerb != True):  
                
                #إذا انتهت الكلمة بساكن ليس حرف علة فهي حتماً فعل
#                if(cliticlessWithDiacritics.endwith(sokoon) and \
#                   cliticlessWithDiacritics[len(cliticlessWithDiacritics)-2] not in ahrof_ella):
#                      continue;

                subMatch = self.__MatchNouns(word, string, cliticlessWithDiacritics, affixationPossibility, isIndefiniteNoun);
                
                if (len(affixationPossibility[2]) > 1 and string.endswith('ت')):
                    subNominalMatch = self.__MatchNouns(word, string[0:len(string)-1]+'ة', cliticlessWithDiacritics[0:len(cliticlessWithDiacritics)-1]+'ة', affixationPossibility, isIndefiniteNoun);
                    
                    for match in subNominalMatch:
                        match.OriginalString = cliticlessWithDiacritics;
                        match.UnvoweledForm = match.UnvoweledForm.replace('ة', 'ت');
                        match.VoweledForm = match.VoweledForm.replace('ة', 'ت');
                    subMatch.extend(subNominalMatch);
                    
                    
                subMatches.extend(subMatch);
                
            
            if subMatches != []:
                matches.append([affixationPossibility, subMatches]);
                
                i += 1;
                continue;
            else:
                affixationPossibilities.remove(affixationPossibilities[i]);
                continue;
            
        return matches;
        
    pass


    #يجب معالجة الحالة عندما تكون الكلمة ممنوعة من الصرف
    #؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟؟
    def AssignCaseAccordingToLastDiacritic(self, pos, diacritic):
        
        if(diacritic == DiacriticsConstants.Damma\
           or diacritic == DiacriticsConstants.DoubleDamma):
            pos.CaseAndMood = CliticlessPOSConstants.CaseAndMood.NominativeOrIndicative;
        if(diacritic == DiacriticsConstants.Fatha\
           or diacritic == DiacriticsConstants.DoubleFatha):
            pos.CaseAndMood = CliticlessPOSConstants.CaseAndMood.AccusativeOrSubjunctive;
        if(diacritic == DiacriticsConstants.Kasra\
           or diacritic == DiacriticsConstants.DoubleKasra):
            pos.CaseAndMood = CliticlessPOSConstants.CaseAndMood.GenitiveOrJussive;
            
    pass
    
    def FillWithMatchesSimpleStem(self, word):
        matches = self.Match(word);
        
        for i in range(len(matches)):
            cliticlesses = matches[i][1];
            for cliticless in cliticlesses[:]:
                word.SurfaceFormMorphemes.append(SurfaceFormMorphemes([], cliticless, []));
        
        
    pass

    def FillWithStemsAndRoots(self, word):
#        print('--------------------------------------------------');
        matches = self.Match(word);
        
        for i in range(len(matches)):
            cliticlesses = matches[i][1];
            for cliticless in cliticlesses[:]:
                
                if(type(cliticless) is DerivedCliticless):
                    cliticless.UpdateInternalEnclitic();
                    
                exitsWithSameStemAndRoot = False;
            
                for surfaceFormMorphemes in word.SurfaceFormMorphemes[:]:
                    if(type(surfaceFormMorphemes.Cliticless) !=  type(cliticless)):
                        continue;
                    if(type(cliticless) is DerivedCliticless):
#                        print('################ DerivedCliticless #######################');
#                        print('surfaceFormMorphemes.Cliticless.Root.String = ' + surfaceFormMorphemes.Cliticless.Root.String)
#                        print('cliticless.Root.String = ' + cliticless.Root.String)
#                        print('surfaceFormMorphemes.Cliticless.GetStemString() = ' + surfaceFormMorphemes.Cliticless.GetStemString())
#                        print('cliticless.GetStemString() = ' + cliticless.GetStemString())

                        if(surfaceFormMorphemes.Cliticless.Root.String == cliticless.Root.String and \
                           surfaceFormMorphemes.Cliticless.GetStemString() == cliticless.GetStemString()):
                            exitsWithSameStemAndRoot = True;
                            break;
                    else:
                        if(surfaceFormMorphemes.Cliticless.UnvoweledForm == cliticless.UnvoweledForm):
                            exitsWithSameStemAndRoot = True;
                            break;
                    
                if(exitsWithSameStemAndRoot == False):
                    word.SurfaceFormMorphemes.append(SurfaceFormMorphemes([], cliticless, []));
        
    pass

    def FillWithStemsAndRootsAcurateClitics(self, word):
        self.FillWithMatches(word);
        
        rootAndStems = [];
        rootAndStems.append([]);
        rootAndStems.append([]);
        for surfaceFormMorphemes in word.SurfaceFormMorphemes[:]:
            if(type(surfaceFormMorphemes.Cliticless) !=  DerivedCliticless):
                if(surfaceFormMorphemes.Cliticless.UnvoweledForm not in rootAndStems[0]):
                    rootAndStems[0].append(surfaceFormMorphemes.Cliticless.UnvoweledForm);
                    rootAndStems[1].append(surfaceFormMorphemes.Cliticless.UnvoweledForm);
                continue;
            elif(type(surfaceFormMorphemes.Cliticless) is DerivedCliticless):
                #!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
                #تحتاج إلى تحقق من عدم توافق التشابه بين الجذر والجذع معاً
                root = surfaceFormMorphemes.Cliticless.Root.String;
                stem = surfaceFormMorphemes.Cliticless.GetStemString();
                length = len(rootAndStems[0]); 
#                if(length != 0):
#                    print('root = ', root, ', rootAndStems[0][length-1]= ', rootAndStems[0][length-1], \
#                          ', stem = ', stem, ', rootAndStems[1][length-1] = ', rootAndStems[1][length-1]);
                if(length == 0 
                   or (root != rootAndStems[0][length-1] or \
                   stem != rootAndStems[1][length-1])): 
                   
                    rootAndStems[0].append(root);
                    rootAndStems[1].append(stem);
                    
            else:
                raise Exception('Unknown type for cliticless at method: FillWithStemsAndRootsAcurateWithClitics');
                
            
        return rootAndStems;
#        exit(0);
    pass

    def FillWithMatches(self, word):
        matches = self.Match(word);
        
        for i in range(len(matches)):
            procliticsStrings = matches[i][0][0];
            unvoweledForm = matches[i][0][1];
            encliticsStrings = matches[i][0][2];    
            
            consistentProclitics = [];
            
            
            cliticsStrings = matches[i][0][0];
            cliticlesses = matches[i][1];
            procliticsGrammers = ProcliticsGrammers();
            consistentProclitics = procliticsGrammers.GetConsistentClitics(word, cliticlesses, cliticsStrings, ParticleConstants.State.Proclitic);
            
            
            enclitics = [];
            
            for k in range(len(consistentProclitics)):
                proclitics = consistentProclitics[k][0];                
                cliticlesses = consistentProclitics[k][1];  
                
                cliticsStrings = matches[i][0][2];
                
                
                encliticsGrammers = EncliticsGrammers();
                consistentEnclitics = encliticsGrammers.GetConsistentClitics(word, cliticlesses, cliticsStrings, ParticleConstants.State.Enclitic);

                for r in range(len(consistentEnclitics)):
                    enclitics = consistentEnclitics[r][0];                
                    cliticlesses = consistentEnclitics[r][1]; 
                    
                    for cliticless in cliticlesses[:]:
                        word.SurfaceFormMorphemes.append(SurfaceFormMorphemes(proclitics, cliticless, enclitics));
        
        
    pass


    def __Intersect(self, list1, list2):
        intersection = [];
        for i in range(len(list1)):
            for j in range(len(list2)):
                if(list1[i] == list2[j]):
                    intersection.append(list1[i]);
        return intersection;
    pass
               
    def EliminateInconsistentMatches(self, matches):
        '''
        حذف الحلول التي لا تتوافق مع التشكيل المدخل لبعض أو جميع أحرف الكلمة
        '''
        i = 0;
        while i < len(matches):
            string = matches[i][0]
            voweledPatterns = matches[i][3];
            j = 0;
            while j < len(voweledPatterns):                
                isCompatible = ArabicStringUtility.IsCompatible(ArabicStringUtility,string, voweledPatterns[j].VoweledForm);                                
                if(isCompatible == True):
                    j += 1;
                else:
                    voweledPatterns.remove(voweledPatterns[j]);
            if( len(voweledPatterns) == 0 ):
                matches.remove(matches[i]);
            else:
                i += 1;
        return matches;
    pass
    
    def GetRefinedMatchStructure(self, cliticlessWithDiacritics, roots, matchedUnvoweledPatterns, matchedVoweledPatterns):
        RefinedMatches = [];
        for i in range(len(roots)):
            for j in range(len(roots[i])):
                RefinedMatches.append([cliticlessWithDiacritics, roots[i][j], matchedUnvoweledPatterns[i], matchedVoweledPatterns[i][j]]);
        return RefinedMatches;
    pass
    
    def __GetIntersectionsOfVoweledPatterns(self, matchedPatterns, roots, voweledPatterns):
        '''
        أخذ التقاطعات للأوزان المشّكلة, بين قائمة الجذر وقائمة الأوزان الغير مشكّلة
        يعيد قائمة بحيث:
            من أجل كل وزن غير مشكول هناك مجموعة جذور
            ومن أجل كل جذر هناك عدد من الأوزان الشكولة
        '''
        
        wordLength = len(matchedPatterns[0].String);
        intersections = [];
        for i in range(len(matchedPatterns)):
            subList = [];
            for j in range(len(roots[i])):
                subSubList = [];
                for k in range(len(matchedPatterns[i].IDs)):
                    if (matchedPatterns[i].IDs[k] in roots[i][j].PatternsIDs):
                        subSubList.append(voweledPatterns[wordLength][matchedPatterns[i].IDs[k]]);
                subList.append(subSubList);
            intersections.append(subList);
            
        return intersections;
    pass
    
    def __GetRoots(self, string, unvoweledPatterns, allRoots):
        '''
        استخراج الجذور من كل وزن
        '''
        
        roots = [];  
        i = 0; 
        while( i < len(unvoweledPatterns) ):
            rootsSubList = [];
            for j in range(len(unvoweledPatterns[i].Rules)):
                rootString = '';
                
                for k in range(len(unvoweledPatterns[i].Rules[j])):
                    if(unvoweledPatterns[i].Rules[j][k].isnumeric()):
                        #إن كان موقع أخر حرف في الجذر أكبر من عدد الأحرف فتجاوز هذه الحالة
                        if(int(unvoweledPatterns[i].Rules[j][k]) > len(string)):
                            rootString = '';
                            break;
                        rootString += string[int(unvoweledPatterns[i].Rules[j][k])-1];
                    else:
                        rootString += unvoweledPatterns[i].Rules[j][k];
                if(rootString == ''):
                    continue;
                
                for c in ['أ','إ','ؤ','ئ']:
                    rootString  = rootString.replace(c,'ء');
                firstLetter = rootString[0];

                if(firstLetter != 'ا' and firstLetter != 'ى' and rootString in allRoots[firstLetter].keys()):
                    rootsSubList.append(allRoots[firstLetter][rootString]);
            
            if(len(rootsSubList) == 0):
                unvoweledPatterns.remove(unvoweledPatterns[i])
            else:
                roots.append(rootsSubList);
                i += 1;
            
        return roots;
    pass
    
    def MatchStringWithUnvoweledPatterns(self, string, unvoweledPatterns):
        matchedPatterns = [];
        for key, value in unvoweledPatterns.items():
            isMatched = True;
            for j in range(len(string)):
                if(key[j] not in ['ف','ع','ل'] and \
                   string[j] != key[j]):
                    isMatched = False;
                    break;
            if(isMatched == True):
                matchedPatterns.append(value);
        return matchedPatterns;
                
    pass