diff --git "a/models/tokenizer/kab_tokenizer_32k.vocab" "b/models/tokenizer/kab_tokenizer_32k.vocab"
new file mode 100644--- /dev/null
+++ "b/models/tokenizer/kab_tokenizer_32k.vocab"
@@ -0,0 +1,32000 @@
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+▁izerrwen	-24159
+▁iɛezuzen	-24160
+▁iɣarimen	-24161
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+▁timezgit	-24289
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+isgensisen	-24381
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+▁aspenyuli	-24401
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+▁itteqqnen	-24470
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+▁olympique	-24494
+▁playhouse	-24495
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+▁pubescens	-24497
+▁quotidien	-24498
+▁reshuffle	-24499
+▁resources	-24500
+▁référence	-24501
+▁santander	-24502
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+▁tfelwiyin	-24560
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+▁tsenwurit	-24586
+▁twezziwin	-24587
+▁udmawanen	-24588
+▁uferṭeṭṭu	-24589
+▁universal	-24590
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+▁ussananen	-24592
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+▁yesbedden	-24594
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+caprimulgus	-24617
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+information	-24619
+pétersbourg	-24620
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+uksemburgit	-24622
+yettemcabin	-24623
+▁abdelmumen	-24624
+▁abdelqader	-24625
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+▁almansouri	-24627
+▁artistique	-24628
+▁breviarium	-24629
+▁byilurusya	-24630
+▁canterbury	-24631
+▁commitment	-24632
+▁conference	-24633
+▁culturelle	-24634
+▁department	-24635
+▁eurovision	-24636
+▁excellency	-24637
+▁federation	-24638
+▁germandrée	-24639
+▁grendayzer	-24640
+▁iffalmanen	-24641
+▁ifrensisen	-24642
+▁igrawliwen	-24643
+▁igtakwaten	-24644
+▁marguerite	-24645
+▁massinissa	-24646
+▁merveilles	-24647
+▁philosophi	-24648
+▁prevention	-24649
+▁ranunculus	-24650
+▁saskačewan	-24651
+▁socialiste	-24652
+▁ssexdament	-24653
+▁strasbourg	-24654
+▁tabizantit	-24655
+▁tabizanṭit	-24656
+▁tafeljumma	-24657
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+▁tamasidunt	-24659
+▁tamdeswelt	-24660
+▁tamehɣarut	-24661
+▁tameqranit	-24662
+▁tameskriwt	-24663
+▁tamseggast	-24664
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+▁taseqqamut	-24666
+▁tasnullant	-24667
+▁tattekkant	-24668
+▁tbuzeggaɣt	-24669
+▁tektuniyya	-24670
+▁temdeswelt	-24671
+▁temyercalt	-24672
+▁temzerɣlin	-24673
+▁tennagrawt	-24674
+▁tenɣerfelt	-24675
+▁tettwafreq	-24676
+▁tettwaglam	-24677
+▁tettɛeddaḍ	-24678
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+▁tidamsanin	-24680
+▁tigensanin	-24681
+▁tikarḍiwin	-24682
+▁tikelmanin	-24683
+▁tilelliyin	-24684
+▁timadwanin	-24685
+▁timagdayin	-24686
+▁timaskarin	-24687
+▁timazrayin	-24688
+▁timedyazin	-24689
+▁timezdiyin	-24690
+▁timeɣlalin	-24691
+▁timeɣriwin	-24692
+▁timeẓliyin	-24693
+▁timiratyit	-24694
+▁timselleḥt	-24695
+▁timutlayin	-24696
+▁timyayanin	-24697
+▁timzerɣelt	-24698
+▁timzikkent	-24699
+▁timɛemmert	-24700
+▁tisdawiyin	-24701
+▁tiserdasin	-24702
+▁tividyutin	-24703
+▁tiznatiyin	-24704
+▁tizumbiyin	-24705
+▁tkebbwanit	-24706
+▁tmesluffaẓ	-24707
+▁transforma	-24708
+▁ttkemmilen	-24709
+▁ttwaḥerzen	-24710
+▁usemgirred	-24711
+▁uzbakistan	-24712
+▁wesebrurez	-24713
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+▁yemeslayen	-24715
+▁yemxalafen	-24716
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+▁yettwaxtar	-24719
+▁yettwaẓren	-24720
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+▁yimenzayen	-24724
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+▁yirebraben	-24728
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+earthsguards	-24737
+enseignement	-24738
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+▁abderreḥman	-24740
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+▁agriculture	-24742
+▁amgelnfafad	-24743
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+▁exhibitions	-24749
+▁ibeṛṛaniyen	-24750
+▁imagnulanen	-24751
+▁imessujiyen	-24752
+▁imnummsanen	-24753
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+▁iqerṭajiyen	-24755
+▁iǧadarmiyen	-24756
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+▁philosophie	-24758
+▁renaissance	-24759
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+▁tadlafriwin	-24761
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+▁tameslugent	-24763
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+▁taselwayant	-24765
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+▁tiqbayliyen	-24770
+▁ttmeslayent	-24771
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+▁guntarik	-30791
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+▁makhlouf	-30871
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+▁mantodea	-30875
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+▁mastiɣas	-30881
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+▁mecreyya	-30884
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+▁mengistu	-30888
+▁mensonge	-30889
+▁merruyet	-30890
+▁meṛṛakec	-30891
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+▁mungulya	-30900
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+▁myarawen	-30902
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+▁nanterre	-30905
+▁nesnulfu	-30906
+▁nessawal	-30907
+▁official	-30908
+▁original	-30909
+▁palestro	-30910
+▁penchoen	-30911
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+▁pleurisy	-30913
+▁pompeius	-30914
+▁possibil	-30915
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+▁provence	-30920
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+▁randolph	-30922
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+▁rockstar	-30926
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+▁tafuṣḥit	-30950
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+▁takurmut	-30954
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+▁tallalin	-30956
+▁talliwin	-30957
+▁talliẓin	-30958
+▁tamalunt	-30959
+▁tamaɣuzt	-30960
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+▁telmanit	-31000
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+▁tembiwel	-31003
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+▁tenṭagin	-31006
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+▁terbaɛin	-31008
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+▁tniliwin	-31092
+▁tninnayt	-31093
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+▁tsadawit	-31096
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+▁ttabibba	-31100
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+▁tteffɣen	-31102
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+▁ttwassem	-31105
+▁ttwassen	-31106
+▁tubeṛass	-31107
+▁tuffirin	-31108
+▁tugnatin	-31109
+▁tummilin	-31110
+▁turziwin	-31111
+▁tusnatin	-31112
+▁tuzzanin	-31113
+▁tuɣaltin	-31114
+▁twennaṭṭ	-31115
+▁tzemmugt	-31116
+▁tɣimiyin	-31117
+▁umessuji	-31118
+▁uneggaru	-31119
+▁untitled	-31120
+▁usinaryu	-31121
+▁usseggas	-31122
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+▁uzrugzir	-31125
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+▁vespucci	-31128
+▁wafrawen	-31129
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+▁yettekin	-31159
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+▁ɛabdella	-31189
+▁اعتمادها	-31190
+▁الدكتورة	-31191
+▁المخرجات	-31192
+▁محمدجواد	-31193
+asphodelus	-31194
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+collection	-31196
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+estrisitit	-31200
+immizewren	-31201
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+timuɣliwin	-31215
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+yettwabnan	-31217
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+yettwaqbel	-31219
+▁abdelaziz	-31220
+▁abucenbel	-31221
+▁afelwacul	-31222
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+▁agarsafen	-31224
+▁akanadyan	-31225
+▁alexandra	-31226
+▁aliksandr	-31227
+▁aluminium	-31228
+▁aluminyum	-31229
+▁alzheimer	-31230
+▁ameddurdu	-31231
+▁amesnalfu	-31232
+▁amesnuder	-31233
+▁amuretani	-31234
+▁antoninus	-31235
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+▁aseddayan	-31239
+▁asegzawal	-31240
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+▁azarugzir	-31245
+▁azdurbaɛl	-31246
+▁bakaluṛya	-31247
+▁basilicum	-31248
+▁bassianus	-31249
+▁beethoven	-31250
+▁belwizdad	-31251
+▁benedicta	-31252
+▁bernhardt	-31253
+▁bonaparte	-31254
+▁brunswick	-31255
+▁bujumbura	-31256
+▁buzerriɛa	-31257
+▁byelorusi	-31258
+▁calendula	-31259
+▁catherine	-31260
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+▁christmas	-31262
+▁cichorium	-31263
+▁cleopatra	-31264
+▁cocomelon	-31265
+▁collybita	-31266
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+▁crataegus	-31269
+▁ddoctorat	-31270
+▁diversité	-31271
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+▁dominique	-31273
+▁donatello	-31274
+▁développe	-31275
+▁entretien	-31276
+▁evolution	-31277
+��explorers	-31278
+▁finaliste	-31279
+▁florentia	-31280
+▁flurensya	-31281
+▁fondation	-31282
+▁formation	-31283
+▁francesco	-31284
+▁frederick	-31285
+▁frontière	-31286
+▁galagolia	-31287
+▁galapagos	-31288
+▁garganica	-31289
+▁gentlemen	-31290
+▁gibraltar	-31291
+▁gladiolus	-31292
+▁glebionis	-31293
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+▁grigurian	-31296
+▁groenland	-31297
+▁guillaume	-31298
+▁guillermo	-31299
+▁henderson	-31300
+▁hillstrom	-31301
+▁hiroshima	-31302
+▁historiae	-31303
+▁hortensis	-31304
+▁ibelkamen	-31305
+▁ibelmaten	-31306
+▁ibeqquyen	-31307
+▁ibumbiyen	-31308
+▁icardiwen	-31309
+▁iceffaren	-31310
+▁icellaḍen	-31311
+▁icelliben	-31312
+▁ideblanen	-31313
+▁iderginen	-31314
+▁iderɣalen	-31315
+▁ifarsiyen	-31316
+▁iferzizwi	-31317
+▁iferḥaten	-31318
+▁ifirellas	-31319
+▁igdawalen	-31320
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+▁igliziyen	-31326
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+▁karakalla	-31387
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