# cython: profile=True from .word cimport Lexeme from .lexeme cimport * 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 = vector[Token]() self.v.reserve(size) def __getitem__(self, i): return Lexeme(self.v.at(i).lex) def __len__(self): return self.v.size() cdef int push_back(self, int idx, LexemeC* lexeme) except -1: self.v.push_back(Token(idx, 0, lexeme)) return idx + lexeme.ints[LexInt_length] cdef int extend(self, int idx, LexemeC** lexemes, int n) except -1: cdef int i if lexemes == NULL: return idx elif n == 0: i = 0 while lexemes[i] != NULL: idx = self.push_back(idx, lexemes[i]) else: for i in range(n): idx = self.push_back(idx, lexemes[i]) return idx cpdef int id(self, size_t i) except -1: return self.v.at(i).lex.ints[LexInt_id] cpdef float prob(self, size_t i) except 1: return self.v.at(i).lex.floats[LexFloat_prob] cpdef int cluster(self, size_t i) except *: return self.v.at(i).lex.ints[LexInt_cluster] cpdef bint check_orth_flag(self, size_t i, size_t flag_id) except *: return lexeme_check_orth_flag(self.v.at(i).lex, flag_id) cpdef bint check_dist_flag(self, size_t i, size_t flag_id) except *: return lexeme_check_dist_flag(self.v.at(i).lex, flag_id) cpdef unicode string_view(self, size_t i, size_t view_id): return lexeme_get_string(self.v.at(i).lex, 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 orig(self, size_t i): cdef bytes utf8_string = self.v.at(i).lex.strings[LexStr_orig] cdef unicode string = utf8_string.decode('utf8') return string cpdef unicode norm(self, size_t i): cdef bytes utf8_string = self.v.at(i).lex.strings[LexStr_norm] cdef unicode string = utf8_string.decode('utf8') return string cpdef unicode shape(self, size_t i): return lexeme_get_string(self.v.at(i).lex, LexStr_shape) cpdef unicode unsparse(self, size_t i): return lexeme_get_string(self.v.at(i).lex, LexStr_unsparse) cpdef unicode asciied(self, size_t i): return lexeme_get_string(self.v.at(i).lex, LexStr_asciied) cpdef bint is_alpha(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_alpha) cpdef bint is_ascii(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_ascii) cpdef bint is_digit(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_digit) cpdef bint is_lower(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_lower) cpdef bint is_punct(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_punct) cpdef bint is_space(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_space) cpdef bint is_title(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_title) cpdef bint is_upper(self, size_t i) except *: return lexeme_check_orth_flag(self.v.at(i).lex, LexOrth_upper) cpdef bint can_adj(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_adj) cpdef bint can_adp(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_adp) cpdef bint can_adv(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_adv) cpdef bint can_conj(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_conj) cpdef bint can_det(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_det) cpdef bint can_noun(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_noun) cpdef bint can_num(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_num) cpdef bint can_pdt(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_pdt) cpdef bint can_pos(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_pos) cpdef bint can_pron(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_pron) cpdef bint can_prt(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_prt) cpdef bint can_punct(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_punct) cpdef bint can_verb(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_verb) cpdef bint oft_lower(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_lower) cpdef bint oft_title(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_title) cpdef bint oft_upper(self, size_t i) except *: return lexeme_check_dist_flag(self.v.at(i).lex, LexDist_upper)