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 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.lexemes = calloc(size, sizeof(LexemeC*)) self.size = size self.length = 0 def __dealloc__(self): free(self.lexemes) def __getitem__(self, i): if i >= self.length: raise IndexError return Lexeme(self.lexemes[i]) def __len__(self): return self.length def append(self, Lexeme lexeme): self.push_back(lexeme._c) cdef int push_back(self, LexemeC* lexeme) except -1: if (self.size + 1) == self.length: self.size *= 2 self.lexemes = realloc(self.lexemes, self.size * sizeof(LexemeC*)) self.lexemes[self.length] = lexeme self.length += 1 cpdef unicode string(self, size_t i): cdef bytes byte_string = self.lexemes[i].string return byte_string.decode('utf8') cpdef size_t id(self, size_t i): return id(self.lexemes[i].string) cpdef double prob(self, size_t i): return self.lexemes[i].prob cpdef size_t cluster(self, size_t i): return self.lexemes[i].cluster cpdef bint check_flag(self, size_t i, size_t flag_id): return lexeme_check_flag(self.lexemes[i], flag_id) cpdef unicode string_view(self, size_t i, size_t view_id): return lexeme_string_view(self.lexemes[i], view_id)