spaCy/spacy/tokens/token.pyx

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from libc.string cimport memcpy
from cpython.mem cimport PyMem_Malloc, PyMem_Free
from ..lexeme cimport check_flag
# Compiler crashes on memory view coercion without this. Should report bug.
from cython.view cimport array as cvarray
cdef class Token:
"""An individual token --- i.e. a word, a punctuation symbol, etc. Created
via Doc.__getitem__ and Doc.__iter__.
"""
def __cinit__(self, Vocab vocab):
self.vocab = vocab
def __dealloc__(self):
if self._owns_c_data:
# Cast through const, if we own the data
PyMem_Free(<void*>self.c)
def __len__(self):
return self.c.lex.length
def __unicode__(self):
return self.string
cpdef bint check_flag(self, attr_id_t flag_id) except -1:
return check_flag(self.c.lex, flag_id)
cdef int take_ownership_of_c_data(self) except -1:
owned_data = <TokenC*>PyMem_Malloc(sizeof(TokenC) * self.array_len)
memcpy(owned_data, self.c, sizeof(TokenC) * self.array_len)
self.c = owned_data
self._owns_c_data = True
def nbor(self, int i=1):
return Token.cinit(self.vocab, self.c, self.i, self.array_len)
property lex_id:
def __get__(self):
return self.c.lex.id
property string:
def __get__(self):
cdef unicode orth = self.vocab.strings[self.c.lex.orth]
if self.c.spacy:
return orth + u' '
else:
return orth
property prob:
def __get__(self):
return self.c.lex.prob
property idx:
def __get__(self):
return self.c.idx
property cluster:
def __get__(self):
return self.c.lex.cluster
property orth:
def __get__(self):
return self.c.lex.orth
property lower:
def __get__(self):
return self.c.lex.lower
property norm:
def __get__(self):
return self.c.lex.norm
property shape:
def __get__(self):
return self.c.lex.shape
property prefix:
def __get__(self):
return self.c.lex.prefix
property suffix:
def __get__(self):
return self.c.lex.suffix
property lemma:
def __get__(self):
return self.c.lemma
property pos:
def __get__(self):
return self.c.pos
property tag:
def __get__(self):
return self.c.tag
property dep:
def __get__(self):
return self.c.dep
property repvec:
def __get__(self):
cdef int length = self.vocab.repvec_length
repvec_view = <float[:length,]>self.c.lex.repvec
return numpy.asarray(repvec_view)
property n_lefts:
def __get__(self):
cdef int n = 0
cdef const TokenC* ptr = self.c - self.i
while ptr != self.c:
if ptr + ptr.head == self.c:
n += 1
ptr += 1
return n
property n_rights:
def __get__(self):
cdef int n = 0
cdef const TokenC* ptr = self.c + (self.array_len - self.i)
while ptr != self.c:
if ptr + ptr.head == self.c:
n += 1
ptr -= 1
return n
property lefts:
def __get__(self):
"""The leftward immediate children of the word, in the syntactic
dependency parse.
"""
cdef const TokenC* ptr = self.c - self.i
while ptr < self.c:
# If this head is still to the right of us, we can skip to it
# No token that's between this token and this head could be our
# child.
if (ptr.head >= 1) and (ptr + ptr.head) < self.c:
ptr += ptr.head
elif ptr + ptr.head == self.c:
yield Token.cinit(self.vocab, ptr, ptr - (self.c - self.i),
self.array_len)
ptr += 1
else:
ptr += 1
property rights:
def __get__(self):
"""The rightward immediate children of the word, in the syntactic
dependency parse."""
cdef const TokenC* ptr = (self.c - self.i) + (self.array_len - 1)
tokens = []
while ptr > self.c:
# If this head is still to the right of us, we can skip to it
# No token that's between this token and this head could be our
# child.
if (ptr.head < 0) and ((ptr + ptr.head) > self.c):
ptr += ptr.head
elif ptr + ptr.head == self.c:
tokens.append(Token.cinit(self.vocab, ptr, ptr - (self.c - self.i),
self.array_len))
ptr -= 1
else:
ptr -= 1
tokens.reverse()
for t in tokens:
yield t
property children:
def __get__(self):
yield from self.lefts
yield from self.rights
property subtree:
def __get__(self):
for word in self.lefts:
yield from word.subtree
yield self
for word in self.rights:
yield from word.subtree
property left_edge:
def __get__(self):
return Token.cinit(self.vocab,
(self.c - self.i) + self.c.l_edge, self.c.l_edge,
self.array_len)
property right_edge:
def __get__(self):
return Token.cinit(self.vocab,
(self.c - self.i) + self.c.r_edge, self.c.r_edge,
self.array_len)
property head:
def __get__(self):
"""The token predicted by the parser to be the head of the current token."""
return Token.cinit(self.vocab, self.c + self.c.head, self.i + self.c.head,
self.array_len)
property conjuncts:
def __get__(self):
"""Get a list of conjoined words"""
cdef Token word
conjs = []
if self.c.pos != CONJ and self.c.pos != PUNCT:
seen_conj = False
for word in reversed(list(self.lefts)):
if word.c.pos == CONJ:
seen_conj = True
elif seen_conj and word.c.pos == self.c.pos:
conjs.append(word)
conjs.reverse()
conjs.append(self)
if seen_conj:
return conjs
elif self is not self.head and self in self.head.conjuncts:
return self.head.conjuncts
else:
return []
property ent_type:
def __get__(self):
return self.c.ent_type
property ent_iob:
def __get__(self):
return self.c.ent_iob
property ent_type_:
def __get__(self):
return self.vocab.strings[self.c.ent_type]
property ent_iob_:
def __get__(self):
iob_strings = ('', 'I', 'O', 'B')
return iob_strings[self.c.ent_iob]
property whitespace_:
def __get__(self):
return self.string[self.c.lex.length:]
property orth_:
def __get__(self):
return self.vocab.strings[self.c.lex.orth]
property lower_:
def __get__(self):
return self.vocab.strings[self.c.lex.lower]
property norm_:
def __get__(self):
return self.vocab.strings[self.c.lex.norm]
property shape_:
def __get__(self):
return self.vocab.strings[self.c.lex.shape]
property prefix_:
def __get__(self):
return self.vocab.strings[self.c.lex.prefix]
property suffix_:
def __get__(self):
return self.vocab.strings[self.c.lex.suffix]
property lemma_:
def __get__(self):
return self.vocab.strings[self.c.lemma]
property pos_:
def __get__(self):
return _pos_id_to_string[self.c.pos]
property tag_:
def __get__(self):
return self.vocab.strings[self.c.tag]
property dep_:
def __get__(self):
return self.vocab.strings[self.c.dep]