* Move EnglishTokens stuff to Tokens

This commit is contained in:
Matthew Honnibal 2014-09-15 01:31:44 +02:00
parent bd08cb09a2
commit df24e3708c
7 changed files with 286 additions and 253 deletions

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@ -3,42 +3,5 @@ from spacy.word cimport Lexeme
from spacy.tokens cimport Tokens
cdef class EnglishTokens(Tokens):
cpdef size_t canon(self, size_t i)
cpdef size_t shape(self, size_t i)
cpdef size_t non_sparse(self, size_t i)
cpdef size_t asciied(self, size_t i)
cpdef unicode canon_string(self, size_t i)
cpdef unicode shape_string(self, size_t i)
cpdef unicode non_sparse_string(self, size_t i)
cpdef unicode asciied_string(self, size_t i)
cpdef bint is_alpha(self, size_t i)
cpdef bint is_ascii(self, size_t i)
cpdef bint is_digit(self, size_t i)
cpdef bint is_lower(self, size_t i)
cpdef bint is_punct(self, size_t i)
cpdef bint is_space(self, size_t i)
cpdef bint is_title(self, size_t i)
cpdef bint is_upper(self, size_t i)
cpdef bint can_adj(self, size_t i)
cpdef bint can_adp(self, size_t i)
cpdef bint can_adv(self, size_t i)
cpdef bint can_conj(self, size_t i)
cpdef bint can_det(self, size_t i)
cpdef bint can_noun(self, size_t i)
cpdef bint can_num(self, size_t i)
cpdef bint can_pdt(self, size_t i)
cpdef bint can_pos(self, size_t i)
cpdef bint can_pron(self, size_t i)
cpdef bint can_prt(self, size_t i)
cpdef bint can_punct(self, size_t i)
cpdef bint can_verb(self, size_t i)
cpdef bint oft_lower(self, size_t i)
cpdef bint oft_title(self, size_t i)
cpdef bint oft_upper(self, size_t i)
cdef class English(Language):
cdef int _split_one(self, Py_UNICODE* characters, size_t length)

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@ -45,187 +45,10 @@ from spacy.lexeme cimport lexeme_check_flag
from spacy.lexeme cimport lexeme_string_view
from spacy._hashing cimport PointerHash
from spacy import util
from spacy import orth
cdef enum Flags:
Flag_IsAlpha
Flag_IsAscii
Flag_IsDigit
Flag_IsLower
Flag_IsPunct
Flag_IsSpace
Flag_IsTitle
Flag_IsUpper
Flag_CanAdj
Flag_CanAdp
Flag_CanAdv
Flag_CanConj
Flag_CanDet
Flag_CanNoun
Flag_CanNum
Flag_CanPdt
Flag_CanPos
Flag_CanPron
Flag_CanPrt
Flag_CanPunct
Flag_CanVerb
Flag_OftLower
Flag_OftTitle
Flag_OftUpper
Flag_N
cdef enum Views:
View_CanonForm
View_WordShape
View_NonSparse
View_Asciied
View_N
# Assign the flag and view functions by enum value.
# This is verbose, but it ensures we don't get nasty order sensitivities.
STRING_VIEW_FUNCS = [None] * View_N
STRING_VIEW_FUNCS[View_CanonForm] = orth.canon_case
STRING_VIEW_FUNCS[View_WordShape] = orth.word_shape
STRING_VIEW_FUNCS[View_NonSparse] = orth.non_sparse
STRING_VIEW_FUNCS[View_Asciied] = orth.asciied
FLAG_FUNCS = [None] * Flag_N
FLAG_FUNCS[Flag_IsAlpha] = orth.is_alpha
FLAG_FUNCS[Flag_IsAscii] = orth.is_ascii
FLAG_FUNCS[Flag_IsDigit] = orth.is_digit
FLAG_FUNCS[Flag_IsLower] = orth.is_lower
FLAG_FUNCS[Flag_IsPunct] = orth.is_punct
FLAG_FUNCS[Flag_IsSpace] = orth.is_space
FLAG_FUNCS[Flag_IsTitle] = orth.is_title
FLAG_FUNCS[Flag_IsUpper] = orth.is_upper
FLAG_FUNCS[Flag_CanAdj] = orth.can_tag('ADJ')
FLAG_FUNCS[Flag_CanAdp] = orth.can_tag('ADP')
FLAG_FUNCS[Flag_CanAdv] = orth.can_tag('ADV')
FLAG_FUNCS[Flag_CanConj] = orth.can_tag('CONJ')
FLAG_FUNCS[Flag_CanDet] = orth.can_tag('DET')
FLAG_FUNCS[Flag_CanNoun] = orth.can_tag('NOUN')
FLAG_FUNCS[Flag_CanNum] = orth.can_tag('NUM')
FLAG_FUNCS[Flag_CanPdt] = orth.can_tag('PDT')
FLAG_FUNCS[Flag_CanPos] = orth.can_tag('POS')
FLAG_FUNCS[Flag_CanPron] = orth.can_tag('PRON')
FLAG_FUNCS[Flag_CanPrt] = orth.can_tag('PRT')
FLAG_FUNCS[Flag_CanPunct] = orth.can_tag('PUNCT')
FLAG_FUNCS[Flag_CanVerb] = orth.can_tag('VERB')
FLAG_FUNCS[Flag_OftLower] = orth.oft_case('lower', 0.7)
FLAG_FUNCS[Flag_OftTitle] = orth.oft_case('title', 0.7)
FLAG_FUNCS[Flag_OftUpper] = orth.oft_case('upper', 0.7)
cdef class EnglishTokens(Tokens):
# Provide accessor methods for the features supported by the language.
# Without these, clients have to use the underlying string_view and check_flag
# methods, which requires them to know the IDs.
cpdef unicode canon_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_CanonForm)
cpdef unicode shape_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_WordShape)
cpdef unicode non_sparse_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_NonSparse)
cpdef unicode asciied_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_Asciied)
cpdef size_t canon(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_CanonForm])
cpdef size_t shape(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_WordShape])
cpdef size_t non_sparse(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_NonSparse])
cpdef size_t asciied(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_Asciied])
cpdef bint is_alpha(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsAlpha)
cpdef bint is_ascii(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsAscii)
cpdef bint is_digit(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsDigit)
cpdef bint is_lower(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsLower)
cpdef bint is_punct(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsPunct)
cpdef bint is_space(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsSpace)
cpdef bint is_title(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsTitle)
cpdef bint is_upper(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsUpper)
cpdef bint can_adj(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdj)
cpdef bint can_adp(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdp)
cpdef bint can_adv(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdv)
cpdef bint can_conj(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanConj)
cpdef bint can_det(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanDet)
cpdef bint can_noun(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanNoun)
cpdef bint can_num(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanNum)
cpdef bint can_pdt(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPdt)
cpdef bint can_pos(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPos)
cpdef bint can_pron(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPron)
cpdef bint can_prt(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPrt)
cpdef bint can_punct(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPunct)
cpdef bint can_verb(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanVerb)
cpdef bint oft_lower(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftLower)
cpdef bint oft_title(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftTitle)
cpdef bint oft_upper(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftUpper)
cdef class English(Language):
"""English tokenizer, tightly coupled to lexicon.
@ -233,20 +56,6 @@ cdef class English(Language):
name (unicode): The two letter code used by Wikipedia for the language.
lexicon (Lexicon): The lexicon. Exposes the lookup method.
"""
fl_is_alpha = Flag_IsAlpha
fl_is_digit = Flag_IsDigit
v_shape = View_WordShape
def __cinit__(self, name, user_string_features, user_flag_features):
self.cache = PointerHash(2 ** 25)
self.specials = PointerHash(2 ** 16)
lang_data = util.read_lang_data(name)
rules, words, probs, clusters, case_stats, tag_stats = lang_data
self.lexicon = lang.Lexicon(words, probs, clusters, case_stats, tag_stats,
STRING_VIEW_FUNCS + user_string_features,
FLAG_FUNCS + user_flag_features)
self._load_special_tokenization(rules)
self.tokens_class = EnglishTokens
cdef int _split_one(self, Py_UNICODE* characters, size_t length):
if length == 1:
return 1
@ -275,13 +84,15 @@ cdef bint _check_punct(Py_UNICODE* characters, size_t i, size_t length):
# Don't count appostrophes as punct if the next char is a letter
if characters[i] == "'" and i < (length - 1) and char_i1.isalpha():
return i == 0
if characters[i] == "-" and i < (length - 1) and characters[i+1] == '-':
if characters[i] == "-":
return False
#and i < (length - 1) and characters[i+1] == '-':
#return False
# Don't count commas as punct if the next char is a number
if characters[i] == "," and i < (length - 1) and char_i1.isdigit():
return False
# Don't count periods as punct if the next char is not whitespace
if characters[i] == "." and i < (length - 1) and not char_i1.isspace():
if characters[i] == ".":
return False
return not char_i.isalnum()

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@ -38,7 +38,6 @@ cdef class Language:
cdef PointerHash cache
cdef PointerHash specials
cpdef readonly Lexicon lexicon
cpdef readonly object tokens_class
cpdef Tokens tokenize(self, unicode text)
cpdef Lexeme lookup(self, unicode text)

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@ -20,7 +20,87 @@ from spacy.lexeme cimport LexemeC, lexeme_init
from murmurhash.mrmr cimport hash64
from spacy._hashing cimport PointerHash
from spacy._hashing cimport Cell
from spacy import orth
from spacy import util
cdef enum Flags:
Flag_IsAlpha
Flag_IsAscii
Flag_IsDigit
Flag_IsLower
Flag_IsPunct
Flag_IsSpace
Flag_IsTitle
Flag_IsUpper
Flag_CanAdj
Flag_CanAdp
Flag_CanAdv
Flag_CanConj
Flag_CanDet
Flag_CanNoun
Flag_CanNum
Flag_CanPdt
Flag_CanPos
Flag_CanPron
Flag_CanPrt
Flag_CanPunct
Flag_CanVerb
Flag_OftLower
Flag_OftTitle
Flag_OftUpper
Flag_N
cdef enum Views:
View_CanonForm
View_WordShape
View_NonSparse
View_Asciied
View_N
# Assign the flag and view functions by enum value.
# This is verbose, but it ensures we don't get nasty order sensitivities.
STRING_VIEW_FUNCS = [None] * View_N
STRING_VIEW_FUNCS[View_CanonForm] = orth.canon_case
STRING_VIEW_FUNCS[View_WordShape] = orth.word_shape
STRING_VIEW_FUNCS[View_NonSparse] = orth.non_sparse
STRING_VIEW_FUNCS[View_Asciied] = orth.asciied
FLAG_FUNCS = [None] * Flag_N
FLAG_FUNCS[Flag_IsAlpha] = orth.is_alpha
FLAG_FUNCS[Flag_IsAscii] = orth.is_ascii
FLAG_FUNCS[Flag_IsDigit] = orth.is_digit
FLAG_FUNCS[Flag_IsLower] = orth.is_lower
FLAG_FUNCS[Flag_IsPunct] = orth.is_punct
FLAG_FUNCS[Flag_IsSpace] = orth.is_space
FLAG_FUNCS[Flag_IsTitle] = orth.is_title
FLAG_FUNCS[Flag_IsUpper] = orth.is_upper
FLAG_FUNCS[Flag_CanAdj] = orth.can_tag('ADJ')
FLAG_FUNCS[Flag_CanAdp] = orth.can_tag('ADP')
FLAG_FUNCS[Flag_CanAdv] = orth.can_tag('ADV')
FLAG_FUNCS[Flag_CanConj] = orth.can_tag('CONJ')
FLAG_FUNCS[Flag_CanDet] = orth.can_tag('DET')
FLAG_FUNCS[Flag_CanNoun] = orth.can_tag('NOUN')
FLAG_FUNCS[Flag_CanNum] = orth.can_tag('NUM')
FLAG_FUNCS[Flag_CanPdt] = orth.can_tag('PDT')
FLAG_FUNCS[Flag_CanPos] = orth.can_tag('POS')
FLAG_FUNCS[Flag_CanPron] = orth.can_tag('PRON')
FLAG_FUNCS[Flag_CanPrt] = orth.can_tag('PRT')
FLAG_FUNCS[Flag_CanPunct] = orth.can_tag('PUNCT')
FLAG_FUNCS[Flag_CanVerb] = orth.can_tag('VERB')
FLAG_FUNCS[Flag_OftLower] = orth.oft_case('lower', 0.7)
FLAG_FUNCS[Flag_OftTitle] = orth.oft_case('title', 0.7)
FLAG_FUNCS[Flag_OftUpper] = orth.oft_case('upper', 0.7)
cdef class Language:
"""Base class for language-specific tokenizers.
@ -36,20 +116,20 @@ cdef class Language:
The language's name is used to look up default data-files, found in data/<name.
"""
def __cinit__(self, name, string_features, flag_features):
if flag_features is None:
flag_features = []
if string_features is None:
string_features = []
fl_is_alpha = Flag_IsAlpha
fl_is_digit = Flag_IsDigit
v_shape = View_WordShape
def __cinit__(self, name, user_string_features, user_flag_features):
self.name = name
self.cache = PointerHash(2 ** 22)
self.cache = PointerHash(2 ** 25)
self.specials = PointerHash(2 ** 16)
lang_data = read_lang_data(name)
lang_data = util.read_lang_data(name)
rules, words, probs, clusters, case_stats, tag_stats = lang_data
self.lexicon = Lexicon(words, probs, clusters, case_stats, tag_stats,
string_features, flag_features)
STRING_VIEW_FUNCS + user_string_features,
FLAG_FUNCS + user_flag_features)
self._load_special_tokenization(rules)
self.tokens_class = Tokens
def __dealloc__(self):
pass
@ -86,7 +166,7 @@ cdef class Language:
tokens (Tokens): A Tokens object, giving access to a sequence of LexIDs.
"""
cdef size_t length = len(string)
cdef Tokens tokens = self.tokens_class(length)
cdef Tokens tokens = Tokens(length)
if length == 0:
return tokens
@ -227,8 +307,12 @@ cdef class Lexicon:
return Lexeme(<size_t>lexeme)
_unicodes = set()
cdef void string_from_unicode(String* s, unicode uni):
string_from_slice(s, <Py_UNICODE*>uni, 0, len(uni))
global _unicodes
_unicodes.add(uni)
cdef Py_UNICODE* c_uni = <Py_UNICODE*>uni
string_from_slice(s, c_uni, 0, len(uni))
cdef inline void string_from_slice(String* s, Py_UNICODE* chars, size_t start, size_t end) nogil:

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@ -1,17 +1,15 @@
from libc.stdlib cimport calloc, free
cdef LexemeC* lexeme_init(unicode string, double prob, size_t cluster,
list views, set flags):
cdef LexemeC* lexeme = <LexemeC*>calloc(1, sizeof(LexemeC))
lexeme.cluster = cluster
lexeme.prob = prob
lexeme.length = len(string)
lexeme.string = intern_and_encode(string)
lexeme.string = intern_and_encode(string, &lexeme.length)
lexeme.views = <char**>calloc(len(views), sizeof(char*))
cdef size_t length = 0
for i, string in enumerate(views):
lexeme.views[i] = intern_and_encode(string)
lexeme.views[i] = intern_and_encode(string, &length)
for active_flag in flags:
lexeme.flags |= (1 << active_flag)
@ -24,9 +22,11 @@ cdef int lexeme_free(LexemeC* lexeme) except -1:
cdef set _strings = set()
cdef char* intern_and_encode(unicode string):
cdef char* intern_and_encode(unicode string, size_t* length):
global _strings
cdef bytes utf8_string = intern(string.encode('utf8'))
cdef bytes decoded = string.encode('utf8')
cdef bytes utf8_string = intern(decoded)
length[0] = len(utf8_string)
_strings.add(utf8_string)
return <char*>utf8_string

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@ -5,7 +5,7 @@ cdef class Tokens:
cdef size_t size
cdef LexemeC** lexemes
cdef int push_back(self, LexemeC* lexeme) except -1
cdef int push_back(self, LexemeC* lexeme) except 01
cpdef size_t id(self, size_t i)
cpdef unicode string(self, size_t i)
@ -13,3 +13,38 @@ cdef class Tokens:
cpdef size_t cluster(self, size_t i)
cpdef bint check_flag(self, size_t i, size_t flag_id)
cpdef unicode string_view(self, size_t i, size_t view_id)
cpdef size_t canon(self, size_t i)
cpdef size_t shape(self, size_t i)
cpdef size_t non_sparse(self, size_t i)
cpdef size_t asciied(self, size_t i)
cpdef unicode canon_string(self, size_t i)
cpdef unicode shape_string(self, size_t i)
cpdef unicode non_sparse_string(self, size_t i)
cpdef unicode asciied_string(self, size_t i)
cpdef bint is_alpha(self, size_t i)
cpdef bint is_ascii(self, size_t i)
cpdef bint is_digit(self, size_t i)
cpdef bint is_lower(self, size_t i)
cpdef bint is_punct(self, size_t i)
cpdef bint is_space(self, size_t i)
cpdef bint is_title(self, size_t i)
cpdef bint is_upper(self, size_t i)
cpdef bint can_adj(self, size_t i)
cpdef bint can_adp(self, size_t i)
cpdef bint can_adv(self, size_t i)
cpdef bint can_conj(self, size_t i)
cpdef bint can_det(self, size_t i)
cpdef bint can_noun(self, size_t i)
cpdef bint can_num(self, size_t i)
cpdef bint can_pdt(self, size_t i)
cpdef bint can_pos(self, size_t i)
cpdef bint can_pron(self, size_t i)
cpdef bint can_prt(self, size_t i)
cpdef bint can_punct(self, size_t i)
cpdef bint can_verb(self, size_t i)
cpdef bint oft_lower(self, size_t i)
cpdef bint oft_title(self, size_t i)
cpdef bint oft_upper(self, size_t i)

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@ -1,3 +1,4 @@
# cython: profile=True
from libc.stdlib cimport calloc, free, realloc
from spacy.word cimport Lexeme
@ -5,6 +6,44 @@ from spacy.lexeme cimport lexeme_check_flag
from spacy.lexeme cimport lexeme_string_view
cdef enum Flags:
Flag_IsAlpha
Flag_IsAscii
Flag_IsDigit
Flag_IsLower
Flag_IsPunct
Flag_IsSpace
Flag_IsTitle
Flag_IsUpper
Flag_CanAdj
Flag_CanAdp
Flag_CanAdv
Flag_CanConj
Flag_CanDet
Flag_CanNoun
Flag_CanNum
Flag_CanPdt
Flag_CanPos
Flag_CanPron
Flag_CanPrt
Flag_CanPunct
Flag_CanVerb
Flag_OftLower
Flag_OftTitle
Flag_OftUpper
Flag_N
cdef enum Views:
View_CanonForm
View_WordShape
View_NonSparse
View_Asciied
View_N
cdef class Tokens:
"""A sequence of references to Lexeme objects.
@ -52,8 +91,9 @@ cdef class Tokens:
self.length += 1
cpdef unicode string(self, size_t i):
cdef bytes byte_string = self.lexemes[i].string
return byte_string.decode('utf8')
cdef bytes utf8_string = self.lexemes[i].string[:self.lexemes[i].length]
cdef unicode string = utf8_string.decode('utf8')
return string
cpdef size_t id(self, size_t i):
return id(self.lexemes[i].string)
@ -69,3 +109,104 @@ cdef class Tokens:
cpdef unicode string_view(self, size_t i, size_t view_id):
return lexeme_string_view(self.lexemes[i], view_id)
# Provide accessor methods for the features supported by the language.
# Without these, clients have to use the underlying string_view and check_flag
# methods, which requires them to know the IDs.
cpdef unicode canon_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_CanonForm)
cpdef unicode shape_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_WordShape)
cpdef unicode non_sparse_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_NonSparse)
cpdef unicode asciied_string(self, size_t i):
return lexeme_string_view(self.lexemes[i], View_Asciied)
cpdef size_t canon(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_CanonForm])
cpdef size_t shape(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_WordShape])
cpdef size_t non_sparse(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_NonSparse])
cpdef size_t asciied(self, size_t i):
return id(self.lexemes[i].views[<size_t>View_Asciied])
cpdef bint is_alpha(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsAlpha)
cpdef bint is_ascii(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsAscii)
cpdef bint is_digit(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsDigit)
cpdef bint is_lower(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsLower)
cpdef bint is_punct(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsPunct)
cpdef bint is_space(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsSpace)
cpdef bint is_title(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsTitle)
cpdef bint is_upper(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_IsUpper)
cpdef bint can_adj(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdj)
cpdef bint can_adp(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdp)
cpdef bint can_adv(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanAdv)
cpdef bint can_conj(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanConj)
cpdef bint can_det(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanDet)
cpdef bint can_noun(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanNoun)
cpdef bint can_num(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanNum)
cpdef bint can_pdt(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPdt)
cpdef bint can_pos(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPos)
cpdef bint can_pron(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPron)
cpdef bint can_prt(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPrt)
cpdef bint can_punct(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanPunct)
cpdef bint can_verb(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_CanVerb)
cpdef bint oft_lower(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftLower)
cpdef bint oft_title(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftTitle)
cpdef bint oft_upper(self, size_t i):
return lexeme_check_flag(self.lexemes[i], Flag_OftUpper)