diff --git "a/models/tokenizer/shi_tokenizer_64k.vocab" "b/models/tokenizer/shi_tokenizer_64k.vocab"
new file mode 100644--- /dev/null
+++ "b/models/tokenizer/shi_tokenizer_64k.vocab"
@@ -0,0 +1,64000 @@
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+▁hurxaymr	-36533
+▁ibraniyn	-36534
+▁ibrzzuyn	-36535
+▁ibṛṛanin	-36536
+▁icnubbuc	-36537
+▁idkkwaln	-36538
+▁iduwwarn	-36539
+▁ifarrayn	-36540
+▁ifarsiyn	-36541
+▁ifasiwen	-36542
+▁iflujjan	-36543
+▁iggundan	-36544
+▁ihiksusn	-36545
+▁ihindiyn	-36546
+▁ijiwjiwn	-36547
+▁illustré	-36548
+▁illuzzan	-36549
+▁ilmmadin	-36550
+▁imalṭiyn	-36551
+▁imannayn	-36552
+▁imarinen	-36553
+▁imarnutn	-36554
+▁imawayen	-36555
+▁imawsasn	-36556
+▁imazihen	-36557
+▁imbraṭur	-36558
+▁imdukkal	-36559
+▁imentlaa	-36560
+▁imgarutn	-36561
+▁imhyyatn	-36562
+▁imksawen	-36563
+▁imlyunen	-36564
+▁immattin	-36565
+▁immiggir	-36566
+▁immiqqir	-36567
+▁imnalatn	-36568
+▁imsadaɣn	-36569
+▁imsgnafn	-36570
+▁imssrsln	-36571
+▁imufrarn	-36572
+▁imusnakn	-36573
+▁imuḥdiyn	-36574
+▁imɣnasen	-36575
+▁imḥarkan	-36576
+▁imḥrurdn	-36577
+▁imẓgdudn	-36578
+▁imẓyanen	-36579
+▁inaddaln	-36580
+▁inbarazn	-36581
+▁indudiyn	-36582
+▁inflsafn	-36583
+▁inghmisn	-36584
+▁inmaggar	-36585
+▁inmazaln	-36586
+▁inmzruyn	-36587
+▁innultan	-36588
+▁innuṛẓmn	-36589
+▁interior	-36590
+▁iqqaridn	-36591
+▁iqqaṛiḍn	-36592
+▁isfalkin	-36593
+▁isggwsan	-36594
+▁isisfiwn	-36595
+▁iskrkisn	-36596
+▁isksawan	-36597
+▁ismailia	-36598
+▁ismkilil	-36599
+▁isnmalan	-36600
+▁isnɣritn	-36601
+▁issbhaḍn	-36602
+▁isseɣẓen	-36603
+▁issisfiw	-36604
+▁issntaln	-36605
+▁italiana	-36606
+▁itarwans	-36607
+▁itiqniyn	-36608
+▁itmuddun	-36609
+▁itruskin	-36610
+▁ittadjan	-36611
+▁ittawsen	-36612
+▁ittbayan	-36613
+▁ittcubbu	-36614
+▁ittdafaɛ	-36615
+▁ittemnid	-36616
+▁ittidrus	-36617
+▁ittigutn	-36618
+▁ittimɣur	-36619
+▁ittirirn	-36620
+▁ittmqquṛ	-36621
+▁ittmtatn	-36622
+▁ittnffas	-36623
+▁ittsalan	-36624
+▁ittsragn	-36625
+▁ittsutul	-36626
+▁ittufkan	-36627
+▁itturkan	-36628
+▁ittusras	-36629
+▁ittusɣan	-36630
+▁ittuybna	-36631
+▁ittuynna	-36632
+▁ittuṣkan	-36633
+▁ittwanɣa	-36634
+▁ittwaskr	-36635
+▁ittxdamn	-36636
+▁ittyawss	-36637
+▁ittyuɣal	-36638
+▁ittẓalla	-36639
+▁itwargin	-36640
+▁ivayking	-36641
+▁iwaliwen	-36642
+▁iwsumarn	-36643
+▁iwwuttin	-36644
+▁izaɣaren	-36645
+▁iɛṣkṛiyn	-36646
+▁iɣgwmmin	-36647
+▁iɣzzifen	-36648
+▁jeannine	-36649
+▁kamakura	-36650
+▁karthala	-36651
+▁karulina	-36652
+▁kastagno	-36653
+▁khattabi	-36654
+▁khénifra	-36655
+▁kilumiṭṛ	-36656
+▁klassifi	-36657
+▁kulumbus	-36658
+▁lafwazyi	-36659
+▁lalbumat	-36660
+▁lawrence	-36661
+▁learning	-36662
+▁librairi	-36663
+▁lineaire	-36664
+▁litwanya	-36665
+▁livijsko	-36666
+▁lmuxyyam	-36667
+▁lodovico	-36668
+▁lorraine	-36669
+▁luksijin	-36670
+▁légendes	-36671
+▁lɛibadat	-36672
+▁lḥddadin	-36673
+▁madrague	-36674
+▁mafmaway	-36675
+▁maghress	-36676
+▁marabout	-36677
+▁marchand	-36678
+▁marrakci	-36679
+▁mathémat	-36680
+▁matthias	-36681
+▁medicine	-36682
+▁medieval	-36683
+▁mejjaoui	-36684
+▁milimitr	-36685
+▁military	-36686
+▁missions	-36687
+▁mnaggarn	-36688
+▁mqquṛnin	-36689
+▁muldavya	-36690
+▁multiple	-36691
+▁muntinig	-36692
+▁musiques	-36693
+▁mzaraynt	-36694
+▁mélanges	-36695
+▁mémorial	-36696
+▁mérinide	-36697
+▁mḍfaṛnin	-36698
+▁mḥmiyyat	-36699
+▁ndjamina	-36700
+▁nigérien	-36701
+▁notation	-36702
+▁nttannay	-36703
+▁origines	-36704
+▁paradigm	-36705
+▁politics	-36706
+▁polynome	-36707
+▁poseidon	-36708
+▁poétique	-36709
+▁première	-36710
+▁principa	-36711
+▁projects	-36712
+▁province	-36713
+▁purchase	-36714
+▁qayrawan	-36715
+▁quelques	-36716
+▁relation	-36717
+▁rhabdovi	-36718
+▁ribublik	-36719
+▁résistan	-36720
+▁salvaḍuṛ	-36721
+▁salzburg	-36722
+▁sasanian	-36723
+▁segangan	-36724
+▁siddarta	-36725
+▁slufakya	-36726
+▁sportive	-36727
+▁ssaqrant	-36728
+▁ssittimx	-36729
+▁stukhulm	-36730
+▁symphony	-36731
+▁tababilt	-36732
+▁tabaruct	-36733
+▁tabbaṣṭa	-36734
+▁tabrkant	-36735
+▁tabrruct	-36736
+▁tabuṣnit	-36737
+▁tadllist	-36738
+▁tadwwaṛt	-36739
+▁tafiziqt	-36740
+▁tafraout	-36741
+▁tafriqit	-36742
+▁tafuɣalt	-36743
+▁tagallit	-36744
+▁tagdiwin	-36745
+▁tagdudan	-36746
+▁taghawsa	-36747
+▁tagherma	-36748
+▁tagitart	-36749
+▁tagldunt	-36750
+▁tagllatt	-36751
+▁tagrgurt	-36752
+▁tagrzamt	-36753
+▁tagwmamt	-36754
+▁tahawsat	-36755
+▁tahlwant	-36756
+▁tajnyuṛt	-36757
+▁takrrayt	-36758
+▁takuliyt	-36759
+▁takuriyt	-36760
+▁talallit	-36761
+▁talddrar	-36762
+▁talkjunt	-36763
+▁talmbuṭt	-36764
+▁talugant	-36765
+▁tamadant	-36766
+▁tamadunt	-36767
+▁tamakayt	-36768
+▁tamanawt	-36769
+▁tamanaɣt	-36770
+▁tamawayt	-36771
+▁tameṭṭut	-36772
+▁tamgdult	-36773
+▁tamgrawt	-36774
+▁tamgzirt	-36775
+▁tamharit	-36776
+▁tamhiyst	-36777
+▁taminagt	-36778
+▁tamirikt	-36779
+▁tamllayt	-36780
+▁tammurɣi	-36781
+▁tamnukda	-36782
+▁tamqṛant	-36783
+▁tamright	-36784
+▁tamrniwt	-36785
+▁tamsdawt	-36786
+▁tamsragt	-36787
+▁tamtwalt	-36788
+▁tamucaɣt	-36789
+▁tamuriyt	-36790
+▁tamyiwnt	-36791
+▁tamzgunt	-36792
+▁tamzgurt	-36793
+▁tamṭṭalt	-36794
+▁tamẓlayt	-36795
+▁tamẓṛigt	-36796
+▁tanammst	-36797
+▁tanatamt	-36798
+▁tanazuft	-36799
+▁tanaɣbut	-36800
+▁tanezzut	-36801
+▁tanflayt	-36802
+▁tanfzawt	-36803
+▁tanmɣurt	-36804
+▁tanqqiṭṭ	-36805
+▁tanrzuft	-36806
+▁tanumidt	-36807
+▁tanzggit	-36808
+▁tanṣliyt	-36809
+▁taqqbilt	-36810
+▁taqqcurt	-36811
+▁taqqwlay	-36812
+▁tarkkust	-36813
+▁tarumiyt	-36814
+▁tarusiyt	-36815
+▁tasartut	-36816
+▁tasddart	-36817
+▁tasinakt	-36818
+▁taslkint	-36819
+▁tasmiglt	-36820
+▁tasngzmt	-36821
+▁tasqimut	-36822
+▁tassgnit	-36823
+▁tatimurt	-36824
+▁tawafuɣt	-36825
+▁tawilayt	-36826
+▁tawssant	-36827
+▁taydiwin	-36828
+▁tayffart	-36829
+▁taylalut	-36830
+▁tayyunit	-36831
+▁tazdduɣt	-36832
+▁tazggaɣt	-36833
+▁tazgrart	-36834
+▁tazlmzat	-36835
+▁taɛiwant	-36836
+▁taɛrrimt	-36837
+▁taɣadant	-36838
+▁taɣanimt	-36839
+▁taɣarimt	-36840
+▁taɣnjawt	-36841
+▁taɣrdayt	-36842
+▁taḥuṛṛit	-36843
+▁taṛumiyt	-36844
+▁taṭurkit	-36845
+▁taẓalimt	-36846
+▁taẓlmaḍt	-36847
+▁taẓnẓaṛt	-36848
+▁taẓṛfant	-36849
+▁taẓṛwalt	-36850
+▁tbadutin	-36851
+▁tebratin	-36852
+▁template	-36853
+▁terabbut	-36854
+▁terakaft	-36855
+▁tesgiwin	-36856
+▁tettufka	-36857
+▁tettumsi	-36858
+▁tettunna	-36859
+▁tettuska	-36860
+▁tettyara	-36861
+▁tettɣumu	-36862
+▁tgariwin	-36863
+▁tguḍiwin	-36864
+▁theodora	-36865
+▁tiabilin	-36866
+▁ticirrit	-36867
+▁tifritin	-36868
+▁tignatin	-36869
+▁tilggwit	-36870
+▁tilintit	-36871
+▁tiliskup	-36872
+▁timijglt	-36873
+▁timmasɣt	-36874
+▁timsirin	-36875
+▁timsswit	-36876
+▁timzirgt	-36877
+▁tinnugfa	-36878
+▁tinslmin	-36879
+▁tinwutci	-36880
+▁tinyafin	-36881
+▁tinḍḍamn	-36882
+▁tiqbuṛin	-36883
+▁tisaslin	-36884
+▁tiskwfal	-36885
+▁tismigal	-36886
+▁tissumga	-36887
+▁titbirin	-36888
+▁tiwallin	-36889
+▁tiwsumar	-36890
+▁tiznatin	-36891
+▁tizrigin	-36892
+▁tiɣrasin	-36893
+▁tiɣriwin	-36894
+▁tiɣziwin	-36895
+▁tiṣṭunit	-36896
+▁tiẓlayin	-36897
+▁tiẓnagin	-36898
+▁tiẓẓuḍṛa	-36899
+▁tjllabit	-36900
+▁tmaratin	-36901
+▁tmasiḥit	-36902
+▁tmassnin	-36903
+▁tmawasin	-36904
+▁tmawayin	-36905
+▁tmldawin	-36906
+▁tmnbaḍin	-36907
+▁tmrawant	-36908
+▁tmssntay	-36909
+▁tmssurin	-36910
+▁tmswitin	-36911
+▁tnaniwin	-36912
+▁tnbrazin	-36913
+▁tneglizt	-36914
+▁tnfganin	-36915
+▁tnmmalin	-36916
+▁tnsmunin	-36917
+▁tnssixft	-36918
+▁tnuccugn	-36919
+▁tnzrufin	-36920
+▁toujours	-36921
+▁tourisme	-36922
+▁tragédie	-36923
+▁translat	-36924
+▁tremblay	-36925
+▁tripolit	-36926
+▁tsfalkay	-36927
+▁tsggiwin	-36928
+▁tshiluba	-36929
+▁tsnflaḥt	-36930
+▁tsnniɣin	-36931
+▁tssidrus	-36932
+▁ttajjant	-36933
+▁ttaranin	-36934
+▁ttiẓḍiṛn	-36935
+▁ttmmaɣaɣ	-36936
+▁ttmnadaɣ	-36937
+▁ttmussun	-36938
+▁ttnifiln	-36939
+▁ttniɛrat	-36940
+▁ttufsarn	-36941
+▁tturarnt	-36942
+▁ttuyskar	-36943
+▁ttwatasn	-36944
+▁ttyalɛab	-36945
+▁ttyarant	-36946
+▁ttyawbda	-36947
+▁ttyurant	-36948
+▁ttyussan	-36949
+▁ttḥwacnt	-36950
+▁tukṛiḍin	-36951
+▁tumiyant	-36952
+▁tunisian	-36953
+▁tunṣibin	-36954
+▁turdawin	-36955
+▁turdiwin	-36956
+▁turḍilin	-36957
+▁tusridin	-36958
+▁tusrisin	-36959
+▁tussifin	-36960
+▁tussnant	-36961
+▁tussutin	-36962
+▁tuzzumin	-36963
+▁tuṛubbit	-36964
+▁tuẓliyin	-36965
+▁twaculin	-36966
+▁twaɣitin	-36967
+▁twilayin	-36968
+▁twiziwin	-36969
+▁twjjatin	-36970
+▁twssitin	-36971
+▁tyunanit	-36972
+▁tzdayyin	-36973
+▁tzdduɣin	-36974
+▁tzuknnit	-36975
+▁tɣdimsit	-36976
+▁tɣiwanin	-36977
+▁tɣlaɣalt	-36978
+▁tɣllabit	-36979
+▁tɣrmatin	-36980
+▁tɣrsiwin	-36981
+▁tẓamrawn	-36982
+▁udmawann	-36983
+▁ufulkluṛ	-36984
+▁ugrawliy	-36985
+▁ulambiyn	-36986
+▁ulmuggar	-36987
+▁umlulluy	-36988
+▁umsasfar	-36989
+▁umsnflul	-36990
+▁umssufaɣ	-36991
+▁umtizgin	-36992
+▁umyalwal	-36993
+▁umzruyan	-36994
+▁unsmaziɣ	-36995
+▁unyarmas	-36996
+▁unzzarfu	-36997
+▁usmattag	-36998
+▁uḍinuẓuṛ	-36999
+▁victoire	-37000
+▁vsesojuz	-37001
+▁wacinṭun	-37002
+▁walmanya	-37003
+▁wantrnit	-37004
+▁wanukrim	-37005
+▁warmizan	-37006
+▁waxnatun	-37007
+▁wazzanen	-37008
+▁yaggugen	-37009
+▁yaqqwlay	-37010
+▁yessawel	-37011
+▁yidammen	-37012
+▁yigwmamn	-37013
+▁yimalass	-37014
+▁yimurign	-37015
+▁yimzdaɣn	-37016
+▁yinaẓurn	-37017
+▁yinbbaḍn	-37018
+▁yiqjdawn	-37019
+▁yiwaliwn	-37020
+▁yiznkwaḍ	-37021
+▁yuranyum	-37022
+▁zeggaɣen	-37023
+▁zuzwanin	-37024
+▁économie	-37025
+▁écriture	-37026
+▁ɛabdelma	-37027
+▁ɛbdlkbir	-37028
+▁ɛbdlmumn	-37029
+▁ɛbdlqadr	-37030
+▁ɛbdlwaḥd	-37031
+▁ɛbdlḥaqq	-37032
+▁أمازيغية	-37033
+▁أوبراهيم	-37034
+▁إزاخنيون	-37035
+▁الإستشفا	-37036
+▁البعارير	-37037
+▁التريعات	-37038
+▁التوانسة	-37039
+▁التوميات	-37040
+▁الحدادين	-37041
+▁الخرارقة	-37042
+▁الخراشفة	-37043
+▁الخشاشنة	-37044
+▁الخيايطة	-37045
+▁الدشريين	-37046
+▁الرحالية	-37047
+▁الزوينات	-37048
+▁السراغنة	-37049
+▁السلاطنة	-37050
+▁السلالمة	-37051
+▁السماعلة	-37052
+▁الشراردة	-37053
+▁الشعيبات	-37054
+▁الشقاقفة	-37055
+▁الشنانفة	-37056
+▁الشواوطة	-37057
+▁الصفصافة	-37058
+▁العبادلة	-37059
+▁العنانات	-37060
+▁العوامرة	-37061
+▁العواوشة	-37062
+▁الغزاونة	-37063
+▁الفلالحة	-37064
+▁الفوقاني	-37065
+▁القرابلة	-37066
+▁القيايرة	-37067
+▁الكدادرة	-37068
+▁الكواملة	-37069
+▁المراكشي	-37070
+▁المسناوي	-37071
+▁المعلمين	-37072
+▁المعيزات	-37073
+▁المناصرة	-37074
+▁الموحدين	-37075
+▁النواصرة	-37076
+▁الهولندي	-37077
+▁الواديين	-37078
+▁املوحدين	-37079
+▁اوبولمان	-37080
+▁بورشاشات	-37081
+▁تارودانت	-37082
+▁تافرودست	-37083
+▁تافنكولت	-37084
+▁تافيلالت	-37085
+▁تاكراكرا	-37086
+▁تالموضعت	-37087
+▁تامكونسي	-37088
+▁تيمزوغين	-37089
+▁ḍḍukṭuṛa	-37090
+▁ḥanibaɛl	-37091
+▁ṛṛacidya	-37092
+▁ṭarablus	-37093
+▁ⵓⵡⴰⵔⵔⴰⵜⵏ	-37094
+▁ⵜⵓⵙⵏⵉⵡⵉⵏ	-37095
+▁ⵜⵓⵜⵍⴰⵢⵉⵏ	-37096
+▁ⵜⵙⴷⵍⵉⵙⵉⵏ	-37097
+▁ⵜⵙⵔⵜⴰⵜⵉⵏ	-37098
+athletisme	-37099
+californie	-37100
+casablanca	-37101
+commentari	-37102
+concentrer	-37103
+diterranée	-37104
+errachidia	-37105
+historical	-37106
+initiation	-37107
+likuprutin	-37108
+phoenician	-37109
+sentations	-37110
+sémitiques	-37111
+tafransist	-37112
+timukrisin	-37113
+uṭṭunassaɣ	-37114
+▁abrṭqqizi	-37115
+▁afukalist	-37116
+▁agtutlayt	-37117
+▁akulunyal	-37118
+▁alexander	-37119
+▁alexandra	-37120
+▁alexandre	-37121
+▁aliksandr	-37122
+▁alikṣanḍṛ	-37123
+▁almohades	-37124
+▁amazighes	-37125
+▁amslmaziɣ	-37126
+▁amstirḍam	-37127
+▁appliquée	-37128
+▁asggwasan	-37129
+▁asmlussan	-37130
+▁authority	-37131
+▁awaḥwaḥya	-37132
+▁baṛcaluna	-37133
+▁behnstedt	-37134
+▁belghezli	-37135
+▁bilarusya	-37136
+▁blackwell	-37137
+▁bourrilly	-37138
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+▁ttustaynin	-37600
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