# cython: profile=True from libc.stdlib cimport calloc, free, realloc from spacy.word cimport Lexeme 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. The Tokens class provides fast and memory-efficient access to lexical features, and can efficiently export the data to a numpy array. Specific languages create their own Tokens subclasses, to provide more convenient access to language-specific features. >>> from spacy.en import EN >>> tokens = EN.tokenize('An example sentence.') >>> tokens.string(0) 'An' >>> tokens.prob(0) > tokens.prob(1) True >>> tokens.can_noun(0) False >>> tokens.can_noun(1) True """ def __cinit__(self, string_length=0): size = int(string_length / 3) if string_length >= 3 else 1 self.v = new vector[LexemeC*]() self.v.reserve(size) def __getitem__(self, i): return Lexeme(self.v.at(i)) def __len__(self): return self.v.size() def __dealloc__(self): del self.v def append(self, Lexeme lexeme): self.v.push_back(lexeme._c) cpdef unicode string(self, size_t i): cdef bytes utf8_string = self.v.at(i).string[:self.v.at(i).length] cdef unicode string = utf8_string.decode('utf8') return string cpdef size_t id(self, size_t i) except 0: return &self.v.at(i).string cpdef double prob(self, size_t i) except 1: return self.v.at(i).prob cpdef size_t cluster(self, size_t i) except *: return self.v.at(i).cluster cpdef bint check_flag(self, size_t i, size_t flag_id) except *: return lexeme_check_flag(self.v.at(i), flag_id) cpdef unicode string_view(self, size_t i, size_t view_id): return lexeme_string_view(self.v.at(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.v.at(i), View_CanonForm) cpdef unicode shape_string(self, size_t i): return lexeme_string_view(self.v.at(i), View_WordShape) cpdef unicode non_sparse_string(self, size_t i): return lexeme_string_view(self.v.at(i), View_NonSparse) cpdef unicode asciied_string(self, size_t i): return lexeme_string_view(self.v.at(i), View_Asciied) cpdef size_t canon(self, size_t i) except *: return id(self.v.at(i).views[View_CanonForm]) cpdef size_t shape(self, size_t i) except *: return id(self.v.at(i).views[View_WordShape]) cpdef size_t non_sparse(self, size_t i) except *: return id(self.v.at(i).views[View_NonSparse]) cpdef size_t asciied(self, size_t i) except *: return id(self.v.at(i).views[View_Asciied]) cpdef bint is_alpha(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsAlpha) cpdef bint is_ascii(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsAscii) cpdef bint is_digit(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsDigit) cpdef bint is_lower(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsLower) cpdef bint is_punct(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsPunct) cpdef bint is_space(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsSpace) cpdef bint is_title(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsTitle) cpdef bint is_upper(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_IsUpper) cpdef bint can_adj(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanAdj) cpdef bint can_adp(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanAdp) cpdef bint can_adv(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanAdv) cpdef bint can_conj(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanConj) cpdef bint can_det(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanDet) cpdef bint can_noun(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanNoun) cpdef bint can_num(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanNum) cpdef bint can_pdt(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanPdt) cpdef bint can_pos(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanPos) cpdef bint can_pron(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanPron) cpdef bint can_prt(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanPrt) cpdef bint can_punct(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanPunct) cpdef bint can_verb(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_CanVerb) cpdef bint oft_lower(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_OftLower) cpdef bint oft_title(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_OftTitle) cpdef bint oft_upper(self, size_t i) except *: return lexeme_check_flag(self.v.at(i), Flag_OftUpper)