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318 lines
11 KiB
Cython
318 lines
11 KiB
Cython
# cython: embedsignature=True
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# coding: utf8
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from __future__ import unicode_literals, print_function
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from libc.math cimport sqrt
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from cpython.ref cimport Py_INCREF
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from cymem.cymem cimport Pool
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from murmurhash.mrmr cimport hash64
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# Compiler crashes on memory view coercion without this. Should report bug.
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from cython.view cimport array as cvarray
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cimport numpy as np
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np.import_array()
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from libc.string cimport memset
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import numpy
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from .typedefs cimport attr_t, flags_t
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from .attrs cimport IS_ALPHA, IS_ASCII, IS_DIGIT, IS_LOWER, IS_PUNCT, IS_SPACE
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from .attrs cimport IS_TITLE, IS_UPPER, LIKE_URL, LIKE_NUM, LIKE_EMAIL, IS_STOP
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from .attrs cimport IS_BRACKET
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from .attrs cimport IS_QUOTE
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from .attrs cimport IS_LEFT_PUNCT
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from .attrs cimport IS_RIGHT_PUNCT
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from .attrs cimport IS_OOV
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from . import about
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memset(&EMPTY_LEXEME, 0, sizeof(LexemeC))
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cdef class Lexeme:
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"""An entry in the vocabulary. A `Lexeme` has no string context – it's a
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word-type, as opposed to a word token. It therefore has no part-of-speech
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tag, dependency parse, or lemma (lemmatization depends on the part-of-speech
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tag).
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"""
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def __init__(self, Vocab vocab, attr_t orth):
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"""Create a Lexeme object.
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vocab (Vocab): The parent vocabulary
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orth (uint64): The orth id of the lexeme.
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Returns (Lexeme): The newly constructd object.
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"""
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self.vocab = vocab
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self.orth = orth
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self.c = <LexemeC*><void*>vocab.get_by_orth(vocab.mem, orth)
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assert self.c.orth == orth
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def __richcmp__(self, other, int op):
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if isinstance(other, Lexeme):
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a = self.orth
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b = other.orth
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elif isinstance(other, long):
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a = self.orth
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b = other
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elif isinstance(other, str):
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a = self.orth_
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b = other
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else:
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a = 0
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b = 1
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if op == 2: # ==
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return a == b
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elif op == 3: # !=
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return a != b
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elif op == 0: # <
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return a < b
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elif op == 1: # <=
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return a <= b
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elif op == 4: # >
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return a > b
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elif op == 5: # >=
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return a >= b
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else:
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raise NotImplementedError(op)
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def __hash__(self):
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return self.c.orth
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def set_flag(self, attr_id_t flag_id, bint value):
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"""Change the value of a boolean flag.
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flag_id (int): The attribute ID of the flag to set.
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value (bool): The new value of the flag.
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"""
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Lexeme.c_set_flag(self.c, flag_id, value)
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def check_flag(self, attr_id_t flag_id):
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"""Check the value of a boolean flag.
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flag_id (int): The attribute ID of the flag to query.
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RETURNS (bool): The value of the flag.
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"""
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return True if Lexeme.c_check_flag(self.c, flag_id) else False
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def similarity(self, other):
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"""Compute a semantic similarity estimate. Defaults to cosine over
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vectors.
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other (object): The object to compare with. By default, accepts `Doc`,
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`Span`, `Token` and `Lexeme` objects.
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RETURNS (float): A scalar similarity score. Higher is more similar.
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"""
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if self.vector_norm == 0 or other.vector_norm == 0:
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return 0.0
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return numpy.dot(self.vector, other.vector) / (self.vector_norm * other.vector_norm)
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def to_bytes(self):
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lex_data = Lexeme.c_to_bytes(self.c)
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start = <const char*>&self.c.flags
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end = <const char*>&self.c.sentiment + sizeof(self.c.sentiment)
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assert (end-start) == sizeof(lex_data.data), (end-start, sizeof(lex_data.data))
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byte_string = b'\0' * sizeof(lex_data.data)
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byte_chars = <char*>byte_string
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for i in range(sizeof(lex_data.data)):
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byte_chars[i] = lex_data.data[i]
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assert len(byte_string) == sizeof(lex_data.data), (len(byte_string),
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sizeof(lex_data.data))
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return byte_string
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def from_bytes(self, bytes byte_string):
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# This method doesn't really have a use-case --- wrote it for testing.
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# Possibly delete? It puts the Lexeme out of synch with the vocab.
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cdef SerializedLexemeC lex_data
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assert len(byte_string) == sizeof(lex_data.data)
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for i in range(len(byte_string)):
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lex_data.data[i] = byte_string[i]
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Lexeme.c_from_bytes(self.c, lex_data)
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self.orth = self.c.orth
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property has_vector:
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"""A boolean value indicating whether a word vector is associated with
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the object.
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RETURNS (bool): Whether a word vector is associated with the object.
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"""
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def __get__(self):
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return self.vocab.has_vector(self.c.orth)
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property vector_norm:
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"""The L2 norm of the lexeme's vector representation.
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RETURNS (float): The L2 norm of the vector representation.
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"""
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def __get__(self):
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vector = self.vector
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return numpy.sqrt((vector**2).sum())
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property vector:
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"""A real-valued meaning representation.
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RETURNS (numpy.ndarray[ndim=1, dtype='float32']): A 1D numpy array
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representing the lexeme's semantics.
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"""
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def __get__(self):
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cdef int length = self.vocab.vectors_length
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if length == 0:
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raise ValueError(
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"Word vectors set to length 0. This may be because you "
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"don't have a model installed or loaded, or because your "
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"model doesn't include word vectors. For more info, see "
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"the documentation: \n%s\n" % about.__docs_models__
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)
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return self.vocab.get_vector(self.c.orth)
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def __set__(self, vector):
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assert len(vector) == self.vocab.vectors_length
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self.vocab.set_vector(self.c.orth, vector)
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property rank:
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def __get__(self):
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return self.c.id
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def __set__(self, value):
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self.c.id = value
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property sentiment:
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def __get__(self):
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return self.c.sentiment
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def __set__(self, float sentiment):
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self.c.sentiment = sentiment
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property orth_:
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def __get__(self):
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return self.vocab.strings[self.c.orth]
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property text:
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"""A unicode representation of the token text.
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RETURNS (unicode): The original verbatim text of the token.
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"""
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def __get__(self):
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return self.orth_
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property lower:
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def __get__(self): return self.c.lower
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def __set__(self, attr_t x): self.c.lower = x
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property norm:
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def __get__(self): return self.c.norm
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def __set__(self, attr_t x): self.c.norm = x
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property shape:
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def __get__(self): return self.c.shape
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def __set__(self, attr_t x): self.c.shape = x
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property prefix:
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def __get__(self): return self.c.prefix
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def __set__(self, attr_t x): self.c.prefix = x
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property suffix:
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def __get__(self): return self.c.suffix
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def __set__(self, attr_t x): self.c.suffix = x
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property cluster:
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def __get__(self): return self.c.cluster
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def __set__(self, attr_t x): self.c.cluster = x
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property lang:
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def __get__(self): return self.c.lang
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def __set__(self, attr_t x): self.c.lang = x
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property prob:
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def __get__(self): return self.c.prob
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def __set__(self, float x): self.c.prob = x
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property lower_:
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def __get__(self): return self.vocab.strings[self.c.lower]
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def __set__(self, unicode x): self.c.lower = self.vocab.strings.add(x)
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property norm_:
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def __get__(self): return self.vocab.strings[self.c.norm]
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def __set__(self, unicode x): self.c.norm = self.vocab.strings.add(x)
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property shape_:
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def __get__(self): return self.vocab.strings[self.c.shape]
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def __set__(self, unicode x): self.c.shape = self.vocab.strings.add(x)
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property prefix_:
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def __get__(self): return self.vocab.strings[self.c.prefix]
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def __set__(self, unicode x): self.c.prefix = self.vocab.strings.add(x)
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property suffix_:
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def __get__(self): return self.vocab.strings[self.c.suffix]
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def __set__(self, unicode x): self.c.suffix = self.vocab.strings.add(x)
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property lang_:
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def __get__(self): return self.vocab.strings[self.c.lang]
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def __set__(self, unicode x): self.c.lang = self.vocab.strings.add(x)
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property flags:
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def __get__(self): return self.c.flags
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def __set__(self, flags_t x): self.c.flags = x
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property is_oov:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_OOV)
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def __set__(self, attr_t x): Lexeme.c_set_flag(self.c, IS_OOV, x)
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property is_stop:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_STOP)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_STOP, x)
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property is_alpha:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_ALPHA)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_ALPHA, x)
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property is_ascii:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_ASCII)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_ASCII, x)
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property is_digit:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_DIGIT)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_DIGIT, x)
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property is_lower:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_LOWER)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_LOWER, x)
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property is_title:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_TITLE)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_TITLE, x)
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property is_punct:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_PUNCT)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_PUNCT, x)
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property is_space:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_SPACE)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_SPACE, x)
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property is_bracket:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_BRACKET)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_BRACKET, x)
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property is_quote:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_QUOTE)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_QUOTE, x)
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property is_left_punct:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_LEFT_PUNCT)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_LEFT_PUNCT, x)
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property is_right_punct:
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def __get__(self): return Lexeme.c_check_flag(self.c, IS_RIGHT_PUNCT)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, IS_RIGHT_PUNCT, x)
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property like_url:
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def __get__(self): return Lexeme.c_check_flag(self.c, LIKE_URL)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, LIKE_URL, x)
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property like_num:
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def __get__(self): return Lexeme.c_check_flag(self.c, LIKE_NUM)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, LIKE_NUM, x)
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property like_email:
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def __get__(self): return Lexeme.c_check_flag(self.c, LIKE_EMAIL)
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def __set__(self, bint x): Lexeme.c_set_flag(self.c, LIKE_EMAIL, x)
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