mirror of
https://github.com/explosion/spaCy.git
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363 lines
15 KiB
Cython
363 lines
15 KiB
Cython
# cython: profile=True
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# cython: embedsignature=True
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from __future__ import unicode_literals
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import json
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import random
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from os import path
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import re
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from cython.operator cimport preincrement as preinc
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from cython.operator cimport dereference as deref
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from libc.stdio cimport fopen, fclose, fread, fwrite, FILE
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from cymem.cymem cimport Pool
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from murmurhash.mrmr cimport hash64
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from preshed.maps cimport PreshMap
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from .lexeme cimport Lexeme
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from .lexeme cimport EMPTY_LEXEME
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from .lexeme cimport init as lexeme_init
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from .lexeme cimport check_flag
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from .utf8string cimport slice_unicode
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from . import util
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from .util import read_lang_data
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from .tokens import Tokens
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cdef class Language:
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def __init__(self, name):
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self.name = name
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self.mem = Pool()
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self._cache = PreshMap(2 ** 25)
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self._specials = PreshMap(2 ** 16)
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rules, prefix, suffix, infix = util.read_lang_data(name)
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self._prefix_re = re.compile(prefix)
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self._suffix_re = re.compile(suffix)
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self._infix_re = re.compile(infix)
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self.lexicon = Lexicon(self.set_flags)
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self._load_special_tokenization(rules)
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self.pos_tagger = None
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def load(self):
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self.lexicon.load(path.join(util.DATA_DIR, self.name, 'lexemes'))
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self.lexicon.strings.load(path.join(util.DATA_DIR, self.name, 'strings'))
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if path.exists(path.join(util.DATA_DIR, self.name, 'pos')):
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self.pos_tagger = Tagger(path.join(util.DATA_DIR, self.name, 'pos'))
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cpdef Tokens tokens_from_list(self, list strings):
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cdef int length = sum([len(s) for s in strings])
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cdef Tokens tokens = Tokens(self.lexicon.strings, length)
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if length == 0:
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return tokens
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cdef UniStr string_struct
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cdef unicode py_string
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cdef int idx = 0
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for i, py_string in enumerate(strings):
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slice_unicode(&string_struct, py_string, 0, len(py_string))
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tokens.push_back(idx, self.lexicon.get(tokens.mem, &string_struct))
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idx += len(py_string) + 1
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return tokens
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cpdef Tokens tokenize(self, unicode string):
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"""Tokenize a string.
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The tokenization rules are defined in three places:
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* The data/<lang>/tokenization table, which handles special cases like contractions;
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* The data/<lang>/prefix file, used to build a regex to split off prefixes;
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* The data/<lang>/suffix file, used to build a regex to split off suffixes.
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Args:
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string (unicode): The string to be tokenized.
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Returns:
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tokens (Tokens): A Tokens object, giving access to a sequence of Lexemes.
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"""
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cdef int length = len(string)
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cdef Tokens tokens = Tokens(self.lexicon.strings, length)
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if length == 0:
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return tokens
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cdef int i = 0
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cdef int start = 0
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cdef Py_UNICODE* chars = string
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cdef bint in_ws = Py_UNICODE_ISSPACE(chars[0])
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cdef UniStr span
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for i in range(1, length):
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if Py_UNICODE_ISSPACE(chars[i]) != in_ws:
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if start < i:
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slice_unicode(&span, chars, start, i)
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lexemes = <const Lexeme* const*>self._cache.get(span.key)
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if lexemes != NULL:
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tokens.extend(start, lexemes, 0)
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else:
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self._tokenize(tokens, &span, start, i)
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in_ws = not in_ws
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start = i
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if chars[i] == ' ':
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start += 1
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i += 1
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if start < i:
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slice_unicode(&span, chars, start, i)
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lexemes = <const Lexeme* const*>self._cache.get(span.key)
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if lexemes != NULL:
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tokens.extend(start, lexemes, 0)
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else:
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self._tokenize(tokens, &span, start, i)
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return tokens
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cdef int _tokenize(self, Tokens tokens, UniStr* span, int start, int end) except -1:
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cdef vector[Lexeme*] prefixes
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cdef vector[Lexeme*] suffixes
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cdef hash_t orig_key
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cdef int orig_size
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orig_key = span.key
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orig_size = tokens.length
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self._split_affixes(span, &prefixes, &suffixes)
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self._attach_tokens(tokens, start, span, &prefixes, &suffixes)
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self._save_cached(&tokens.data[orig_size], orig_key, tokens.length - orig_size)
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cdef UniStr* _split_affixes(self, UniStr* string, vector[const Lexeme*] *prefixes,
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vector[const Lexeme*] *suffixes) except NULL:
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cdef size_t i
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cdef UniStr prefix
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cdef UniStr suffix
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cdef UniStr minus_pre
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cdef UniStr minus_suf
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cdef size_t last_size = 0
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while string.n != 0 and string.n != last_size:
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last_size = string.n
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pre_len = self._find_prefix(string.chars, string.n)
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if pre_len != 0:
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slice_unicode(&prefix, string.chars, 0, pre_len)
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slice_unicode(&minus_pre, string.chars, pre_len, string.n)
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# Check whether we've hit a special-case
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if minus_pre.n >= 1 and self._specials.get(minus_pre.key) != NULL:
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string[0] = minus_pre
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prefixes.push_back(self.lexicon.get(self.lexicon.mem, &prefix))
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break
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suf_len = self._find_suffix(string.chars, string.n)
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if suf_len != 0:
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slice_unicode(&suffix, string.chars, string.n - suf_len, string.n)
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slice_unicode(&minus_suf, string.chars, 0, string.n - suf_len)
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# Check whether we've hit a special-case
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if minus_suf.n >= 1 and self._specials.get(minus_suf.key) != NULL:
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string[0] = minus_suf
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suffixes.push_back(self.lexicon.get(self.lexicon.mem, &suffix))
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break
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if pre_len and suf_len and (pre_len + suf_len) <= string.n:
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slice_unicode(string, string.chars, pre_len, string.n - suf_len)
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prefixes.push_back(self.lexicon.get(self.lexicon.mem, &prefix))
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suffixes.push_back(self.lexicon.get(self.lexicon.mem, &suffix))
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elif pre_len:
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string[0] = minus_pre
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prefixes.push_back(self.lexicon.get(self.lexicon.mem, &prefix))
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elif suf_len:
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string[0] = minus_suf
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suffixes.push_back(self.lexicon.get(self.lexicon.mem, &suffix))
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if self._specials.get(string.key):
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break
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return string
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cdef int _attach_tokens(self, Tokens tokens,
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int idx, UniStr* string,
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vector[const Lexeme*] *prefixes,
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vector[const Lexeme*] *suffixes) except -1:
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cdef int split
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cdef const Lexeme* const* lexemes
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cdef Lexeme* lexeme
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cdef UniStr span
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if prefixes.size():
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idx = tokens.extend(idx, prefixes.data(), prefixes.size())
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if string.n != 0:
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lexemes = <const Lexeme* const*>self._cache.get(string.key)
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if lexemes != NULL:
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idx = tokens.extend(idx, lexemes, 0)
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else:
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split = self._find_infix(string.chars, string.n)
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if split == 0 or split == -1:
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idx = tokens.push_back(idx, self.lexicon.get(tokens.mem, string))
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else:
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slice_unicode(&span, string.chars, 0, split)
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idx = tokens.push_back(idx, self.lexicon.get(tokens.mem, &span))
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slice_unicode(&span, string.chars, split, split+1)
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idx = tokens.push_back(idx, self.lexicon.get(tokens.mem, &span))
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slice_unicode(&span, string.chars, split + 1, string.n)
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idx = tokens.push_back(idx, self.lexicon.get(tokens.mem, &span))
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cdef vector[const Lexeme*].reverse_iterator it = suffixes.rbegin()
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while it != suffixes.rend():
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idx = tokens.push_back(idx, deref(it))
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preinc(it)
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cdef int _save_cached(self, const TokenC* tokens, hash_t key, int n) except -1:
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cdef int i
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for i in range(n):
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if tokens[i].lex.id == 1:
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return 0
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lexemes = <const Lexeme**>self.mem.alloc(n + 1, sizeof(Lexeme**))
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for i in range(n):
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lexemes[i] = tokens[i].lex
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lexemes[i + 1] = NULL
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self._cache.set(key, lexemes)
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cdef int _find_infix(self, Py_UNICODE* chars, size_t length) except -1:
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cdef unicode string = chars[:length]
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match = self._infix_re.search(string)
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return match.start() if match is not None else 0
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cdef int _find_prefix(self, Py_UNICODE* chars, size_t length) except -1:
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cdef unicode string = chars[:length]
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match = self._prefix_re.search(string)
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return (match.end() - match.start()) if match is not None else 0
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cdef int _find_suffix(self, Py_UNICODE* chars, size_t length) except -1:
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cdef unicode string = chars[:length]
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match = self._suffix_re.search(string)
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return (match.end() - match.start()) if match is not None else 0
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def _load_special_tokenization(self, token_rules):
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'''Load special-case tokenization rules.
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Loads special-case tokenization rules into the Language._cache cache,
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read from data/<lang>/tokenization . The special cases are loaded before
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any language data is tokenized, giving these priority. For instance,
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the English tokenization rules map "ain't" to ["are", "not"].
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Args:
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token_rules (list): A list of (chunk, tokens) pairs, where chunk is
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a string and tokens is a list of strings.
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'''
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cdef Lexeme** lexemes
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cdef hash_t hashed
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cdef UniStr string
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for uni_string, substrings in token_rules:
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lexemes = <Lexeme**>self.mem.alloc(len(substrings) + 1, sizeof(Lexeme*))
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for i, substring in enumerate(substrings):
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slice_unicode(&string, substring, 0, len(substring))
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lexemes[i] = <Lexeme*>self.lexicon.get(self.lexicon.mem, &string)
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lexemes[i + 1] = NULL
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slice_unicode(&string, uni_string, 0, len(uni_string))
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self._specials.set(string.key, lexemes)
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self._cache.set(string.key, lexemes)
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cdef class Lexicon:
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'''A map container for a language's Lexeme structs.
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Also interns UTF-8 strings, and maps them to consecutive integer IDs.
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'''
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def __init__(self, object set_flags=None):
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self.mem = Pool()
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self._map = PreshMap(2 ** 20)
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self.strings = StringStore()
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self.lexemes.push_back(&EMPTY_LEXEME)
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self.size = 2
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self.set_flags = set_flags
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cdef const Lexeme* get(self, Pool mem, UniStr* string) except NULL:
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'''Get a pointer to a Lexeme from the lexicon, creating a new Lexeme
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if necessary, using memory acquired from the given pool. If the pool
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is the lexicon's own memory, the lexeme is saved in the lexicon.'''
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cdef Lexeme* lex
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lex = <Lexeme*>self._map.get(string.key)
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if lex != NULL:
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return lex
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if string.n < 3:
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mem = self.mem
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lex = <Lexeme*>mem.alloc(sizeof(Lexeme), 1)
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lex[0] = lexeme_init(self.size, string.chars[:string.n], string.key,
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self.strings, {'flags': self.set_flags(string.chars[:string.n])})
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if mem is self.mem:
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self._map.set(string.key, lex)
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while self.lexemes.size() < (lex.id + 1):
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self.lexemes.push_back(&EMPTY_LEXEME)
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self.lexemes[lex.id] = lex
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self.size += 1
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else:
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lex[0].id = 1
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return lex
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def __getitem__(self, id_or_string):
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'''Retrieve a lexeme, given an int ID or a unicode string. If a previously
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unseen unicode string is given, a new Lexeme is created and stored.
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This function relies on Cython's struct-to-dict conversion. Python clients
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receive a dict keyed by strings (byte or unicode, depending on Python 2/3),
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with int values. Cython clients can instead receive a Lexeme struct value.
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More efficient Cython access is provided by Lexicon.get, which returns
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a Lexeme*.
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Args:
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id_or_string (int or unicode): The integer ID of a word, or its unicode
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string. If an int >= Lexicon.size, IndexError is raised.
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If id_or_string is neither an int nor a unicode string, ValueError
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is raised.
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Returns:
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lexeme (dict): A Lexeme struct instance, which Cython translates into
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a dict if the operator is called from Python.
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'''
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if type(id_or_string) == int:
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return self.lexemes.at(id_or_string)[0]
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cdef UniStr string
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slice_unicode(&string, id_or_string, 0, len(id_or_string))
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cdef const Lexeme* lexeme = self.get(self.mem, &string)
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return lexeme[0]
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def __setitem__(self, unicode uni_string, dict props):
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cdef UniStr s
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slice_unicode(&s, uni_string, 0, len(uni_string))
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# Cast through the const here, since we're allowed to change our own
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# Lexemes.
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lex = <Lexeme*><void*>self.get(self.mem, &s)
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lex[0] = lexeme_init(lex.id, s.chars[:s.n], s.key, self.strings, props)
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def dump(self, loc):
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if path.exists(loc):
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assert not path.isdir(loc)
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cdef bytes bytes_loc = loc.encode('utf8') if type(loc) == unicode else loc
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cdef FILE* fp = fopen(<char*>bytes_loc, 'wb')
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assert fp != NULL
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cdef size_t st
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cdef hash_t key
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for i in range(self._map.length):
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key = self._map.c_map.cells[i].key
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if key == 0:
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continue
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lexeme = <Lexeme*>self._map.c_map.cells[i].value
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st = fwrite(&key, sizeof(key), 1, fp)
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assert st == 1
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st = fwrite(lexeme, sizeof(Lexeme), 1, fp)
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assert st == 1
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st = fclose(fp)
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assert st == 0
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def load(self, loc):
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if not path.exists(loc):
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raise IOError('Lexemes file not found at %s' % loc)
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cdef bytes bytes_loc = loc.encode('utf8') if type(loc) == unicode else loc
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cdef FILE* fp = fopen(<char*>bytes_loc, 'rb')
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assert fp != NULL
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cdef size_t st
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cdef Lexeme* lexeme
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cdef hash_t key
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i = 0
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while True:
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st = fread(&key, sizeof(key), 1, fp)
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if st != 1:
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break
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lexeme = <Lexeme*>self.mem.alloc(sizeof(Lexeme), 1)
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st = fread(lexeme, sizeof(Lexeme), 1, fp)
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if st != 1:
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break
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self._map.set(key, lexeme)
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while self.lexemes.size() < (lexeme.id + 1):
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self.lexemes.push_back(&EMPTY_LEXEME)
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self.lexemes[lexeme.id] = lexeme
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i += 1
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self.size += 1
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fclose(fp)
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