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Kefir is a natural language processing kit for Turkic languages

Project description




Yogurt is a free software community that establised in Mustafa Akgul Ozgul Yazılım Kampı in 2018.

Kefir is a natural language processing kit for Turkic languages, and maybe Finnish and Hungarian in phonology.


  • Berk Buzcu (8-bit artwork)
  • Serdar Açıkyol (Illustration)
  • Fatih Erikli (Phonological processes, Predicate Logic)
  • Umut Karcı (Packaging)

Contribution guide

  • Don't load a fixture, code is our data.
  • Don't leave a comment! Docstrings are only for the context and test.
  • Be nice 🦄

How to use

There are two competing notions of the predicate in theories of grammar. The competition between these two concepts has generated confusion concerning the use of the term predicate in theories of grammar.

Kefir is designed to construct sentences by predicate-logic.

>>> ayni = subject('aynı')
>>> havuc = subject('havuç')
>>> gel = predicate('gel', 'third', 'perfective')
>>> yap = predicate('yap', 'third', 'perfective')
>>> dal = predicate('dal', 'third', 'progressive')
>>> dal = predicate(dal, 'third', 'perfective')

>>> birisi = subject('yakup')
>>> [sentence(birisi, eylem) for eylem in (yap, dal,)]
['yakup yaptı', 'yakup dalmaktaydı']

>>> [sentence(havuc, eylem) for eylem in (gel, yap, dal)]
['havuç geldi', 'havuç yaptı', 'havuç dalmaktaydı']

>>> sebze = predicate(locative('marul'), 'first', 'perfective', True)
>>> dal = predicate(locative('dal'), 'first', 'perfective', True)
>>> [sentence(ayni, eylem) for eylem in (sebze, dal)]
['aynı maruldaydık', 'aynı daldaydık']


  • nominative
  • genitive
  • dative
  • accusative
  • ablative
  • locative


  • negative
  • zero
  • tobe
  • personal
  • perfective
  • imperfective
  • progressive
  • necessitative
  • future
  • impotential
  • conditional

Grammatical Cases

Implemented only six grammatical cases.

  • Nominative
  • Genitive
  • Dative
  • Accusative
  • Ablative
  • Locative

Turkish has 9 more cases.

  • Essive
  • Instrumental
  • Inclusive
  • Abessive
  • Likeness
  • Coverage
  • Qualitative
  • Conditional
  • Possesive

Detailed explaination:

TODO: Enum'lardaki rakamlar yerine auto() kullanılmalı.

nominative case (yalın in turkish)

the simplest grammatical case, there's no suffix to affix in that case.

nominative comes from latin cāsus nominātīvus means case for naming.

ablative case (ayrılma in turkish)

a grammatical case for nouns, pronouns and adjectives in the grammar of various languages; it is sometimes used to express motion away from something, among other uses.

✎︎ examples

adalar[dan] geldim
merkez[den] geçtim
teyit[ten] geçtim
açlık[tan] öldüm

accusative (ilgi in turkish)

The accusative case (abbreviated acc) of a noun is the grammatical case used to mark the direct object of a transitive verb. The same case is used in many languages for the objects of (some or all) prepositions.

✎︎ examples

aday[ı] yedim
evim[i] yaptım
üzüm[ü] pişirdim

genitive case (genitifler in turkish)

In grammar, the genitive is the grammatical case that marks a word, usually a noun, as modifying another word, also usually a noun.

✎︎ examples

hanımelinin çiçeği (flower of a plant called hanımeli)
kadının ayakkabısı (shoes of the woman)
باب بيت bābu baytin (the door of a house)
mari[i] nie ma w domu (maria is not at home)

dative case (yönelme in turkish)

In some languages, the dative is used to mark the indirect object of a sentence.

✎︎ examples

marya yakup'a bir drink verdi (maria gave jacob a drink)
maria jacobī potum dedit (maria gave jacob a drink)

locative case (bulunma in turkish)

Locative is a grammatical case which indicates a location. It corresponds vaguely to the English prepositions "in", "on", "at", and "by".

✎︎ examples

bahçe[de] hanımeli var.
yorum[da] iyi beatler var.
kalem[de] güzel uç var.


Turkish phonology

In Hungarian, Finnish, and Turkic languages vowel sounds are organized in a concept called vowel harmony. Vowels may be classified as Back or Front vowels, based on the placement of the sound in the mouth.

 Front Vowels
 Unrounded  ⟨e⟩ ⟨i⟩
 Rounded    ⟨ü⟩ ⟨ö⟩

 Back Vowels
 Unrounded  ⟨a⟩ ⟨ı⟩
 Rounded    ⟨u⟩ ⟨o⟩

TODO: Document consonant harmony.


Swaps front sounds to back, and vice versa

>>> swap_front_and_back('acak')

>>> swap_front_and_back('ocok')

>>> swap_front_and_back('öcök')

>>> swap_front_and_back('acak')

Voicing or sonorization (yumuşama in turkish)

to make pronouncation easier, nouns ending with these sounds.

⟨p⟩ ⟨ç⟩ ⟨t⟩ ⟨k⟩ 

may be softened by replacing them in order:

⟨b⟩ ⟨c⟩ ⟨d⟩ ⟨ğ⟩

✎︎ examples

ço⟨p⟩un → ço⟨b⟩un
ağa⟨ç⟩ın → ağa⟨c⟩n
kağı⟨t⟩ın → kağı⟨d⟩ın 
ren⟨k⟩in → ren⟨g⟩in

✎︎ examples in other languages

li⟨f⟩e → li⟨v⟩e
stri⟨f⟩e → stri⟨v⟩e
proo⟨f⟩ → pro⟨v⟩e

Devoicing or desonorization (sertleşme in turkish)

to make pronouncation easier, nouns ending with these sounds:

⟨p⟩ ⟨ç⟩ ⟨t⟩ ⟨k⟩

may be hardened by replacing them in order:

⟨b⟩ ⟨c⟩ ⟨d⟩ ⟨ğ⟩

✎︎ examples

ço⟨p⟩un → ço⟨b⟩un
ağa⟨ç⟩ın → ağa⟨c⟩n
kağı⟨t⟩ın → kağı⟨d⟩ın 
ren⟨k⟩in → ren⟨g⟩in

✎︎ examples in other languages

dogs → dogs ([ɡz])
missed → missed ([st])
whizzed → whizzed ([zd])
prośba → prɔʑba
просьба → prozʲbə


Turkish Predication and Copula

turkish language copulas, which are called as ek-eylem which literally means 'suffix-verb' are one of the most distinct features of turkish grammar.

TODO: Remove unused imports.

zero copula

is the rule for third person, as in hungarian and russian. that means two nouns, or a noun and an adjective can be juxtaposed to make a sentence without using any copula. third person plural might be indicated with the use of plural suffix "-lar/-ler".

✎︎ examples

yogurt kültür (yogurt [is-a] culture)
abbas yolcu (abbas [is-a] traveller)
evlerinin önü yonca (the front of their home [is-a] plant called yonca)

✎︎ tests

>>> zero('yolcu')


negation is indicated by the negative copula değil. değil is never used as a suffix, but it takes suffixes according to context.

✎︎ examples

yogurt kültür değildir (yogurt [is-not-a] culture)
abbas yolcu değildir (abbas [is-not-a] traveller)
evlerinin önü yonca değildir (the front of their home [is-not-a] yonca)

✎︎ tests

>>> negative('yolcu')
'yolcu değil'


turkish "to be" as regular/auxiliary verb (olmak).

✎︎ examples

yogurt kültürdür (yogurt [is] culture)
abbas yolcudur (abbas [is] traveller)
evlerinin önü yoncadır (the front of their home [is] plant called yonca)

✎︎ tests

>>> tobe('yolcu')
>>> tobe('üzüm')
>>> tobe('yonca')

personification copula

✎︎ examples

ben buralıyım (i'm from here)
sen oralısın (you're from over there)
aynı gezegenliyiz (we're from same planet)

✎︎ tests

>>> personal('uçak', Person.FIRST, is_plural=False)

>>> personal('oralı', Person.SECOND, is_plural=False)

>>> personal('gezegenli', Person.FIRST, is_plural=True)

inferential mood (-miş in turkish)

it is used to convey information about events which were not directly observed or were inferred by the speaker.

✎︎ examples

elmaymışım (i was an apple as i've heard)
üzülmüşsün (you were sad as i've heard)
doktormuş (he/she/it was a doctor as i've heard)
üzümmüşsün (you were a grape as i've heard)

✎︎ tests

>>> inferential('öğretmen', Person.SECOND, is_plural=False)

>>> inferential('üzül', Person.SECOND, is_plural=False)

>>> inferential('robot', Person.FIRST, is_plural=False)

>>> inferential('robot', Person.THIRD, is_plural=False)

>>> inferential('ada', Person.THIRD, is_plural=False)

inferential mood (-isem in turkish)

It is a grammatical mood used to express a proposition whose validity is dependent on some condition, possibly counterfactual.

✎︎ examples

elmaysam (if i am an apple)
üzümsen (if you are a grape)
bıçaklarsa (if they are a knife)

✎︎ tests

>>> conditional('elma', Person.FIRST, is_plural=False)
>>> conditional('üzüm', Person.SECOND, is_plural=False)
>>> conditional('bıçak', Person.THIRD, is_plural=True)

alethic modality (-idi in turkish)

linguistic modality that indicates modalities of truth, in particular the modalities of logical necessity, possibility or impossibility.

✎︎ examples

elmaydım (i was an apple)
üzümdün (you were a grape)
doktordu (he/she/it was a doctor)

✎︎ tests

>>> perfective('açık', Person.FIRST, is_plural=False)

>>> perfective('oralı', Person.SECOND, is_plural=False)

>>> perfective('dalda', Person.FIRST, is_plural=False)

>>> perfective('dalda', Person.THIRD, is_plural=False)

>>> perfective('dalda', Person.FIRST, is_plural=True)

>>> perfective('dalda', Person.SECOND, is_plural=True)

>>> perfective('dalda', Person.THIRD, is_plural=True)

>>> perfective('gezegende', Person.THIRD, is_plural=True)

the imperfective (-iyor in turkish)

grammatical aspect used to describe a situation viewed with interior composition. describes ongoing, habitual, repeated, or similar semantic roles, whether that situation occurs in the past, present, or future.

✎︎ examples

gidiyorum (i'm going)
kayıyor (he's skating)
üzümlüyor (he's graping)

✎︎ tests

>>> imperfective('açı', Person.FIRST, is_plural=False)

>>> imperfective('açık', Person.FIRST, is_plural=False)

>>> imperfective('oralı', Person.SECOND, is_plural=False)

>>> imperfective('dal', Person.THIRD, is_plural=False)

>>> imperfective('dal', Person.FIRST, is_plural=True)

>>> imperfective('dal', Person.FIRST, is_plural=True)

>>> imperfective('dal', Person.SECOND, is_plural=True)

>>> imperfective('dal', Person.THIRD, is_plural=True)

the future tense (-iyor in turkish)

is a verb form that generally marks the event described by the verb as not having happened yet, but expected to happen in the future.

✎︎ examples

gidecek (he'll go)
ölecek (he'll die)
can alacak (he'll kill someone)

✎︎ tests

>>> future('gel', Person.FIRST, is_plural=False)

>>> future('açık', Person.FIRST, is_plural=False)

>>> future('gel', Person.FIRST, is_plural=True)

progressive tense

✎︎ examples gülmekteyim (i am in the process of laughing) ölmekteler (they are in the process of dying 👾)

✎︎ tests

>>> progressive('gel', Person.FIRST, is_plural=False)

>>> progressive('açık', Person.FIRST, is_plural=False)

>>> progressive('gel', Person.FIRST, is_plural=True)

necessitative copula

✎︎ examples

gitmeliyim (i must go)
kaçmalıyım (i must run away)

✎︎ tests

>>> necessitative('git', Person.FIRST, is_plural=False)

>>> necessitative('açık', Person.FIRST, is_plural=False)

>>> necessitative('uza', Person.FIRST, is_plural=True)

impotential copula

✎︎ examples

gidemem (i cannot come)
kaçamayız (we cannot run away)

✎︎ tests

>>> impotential('git', Person.FIRST, is_plural=False)

>>> impotential('git', Person.SECOND, is_plural=False)

>>> impotential('git', Person.THIRD, is_plural=False)

>>> impotential('git', Person.FIRST, is_plural=True)

>>> impotential('git', Person.FIRST, is_plural=True)

>>> impotential('git', Person.SECOND, is_plural=True)

>>> impotential('git', Person.THIRD, is_plural=True)

>>> impotential('al', Person.THIRD, is_plural=True)

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