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* Work on gazetteer matching
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9c1724ecae
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@ -11,6 +11,7 @@ from ..syntax.arc_eager import ArcEager
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from ..syntax.ner import BiluoPushDown
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from ..syntax.parser import ParserFactory
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from ..serialize.bits import BitArray
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from ..matcher import Matcher
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from ..tokens import Doc
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from ..multi_words import RegexMerger
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@ -75,6 +76,7 @@ class English(object):
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Tagger=EnPosTagger,
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Parser=ParserFactory(ParserTransitionSystem),
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Entity=ParserFactory(EntityTransitionSystem),
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Matcher=Matcher.from_dir,
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Packer=None,
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load_vectors=True
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):
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@ -113,6 +115,10 @@ class English(object):
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self.entity = Entity(self.vocab.strings, path.join(data_dir, 'ner'))
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else:
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self.entity = None
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if Matcher:
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self.matcher = Matcher(self.vocab, data_dir)
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else:
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self.matcher = None
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if Packer:
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self.packer = Packer(self.vocab, data_dir)
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else:
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@ -143,6 +149,8 @@ class English(object):
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tokens = self.tokenizer(text)
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if self.tagger and tag:
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self.tagger(tokens)
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if self.matcher and entity:
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self.matcher(tokens)
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if self.parser and parse:
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self.parser(tokens)
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if self.entity and entity:
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@ -1,3 +1,5 @@
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from os import path
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from .typedefs cimport attr_t
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from .attrs cimport attr_id_t
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from .structs cimport TokenC
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@ -5,11 +7,16 @@ from .structs cimport TokenC
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from cymem.cymem cimport Pool
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from libcpp.vector cimport vector
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from .attrs cimport LENGTH, ENT_TYPE
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from .attrs cimport LENGTH, ENT_TYPE, ORTH, NORM, LEMMA, LOWER, SHAPE
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from .tokens.doc cimport get_token_attr
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from .tokens.doc cimport Doc
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from .vocab cimport Vocab
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try:
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import ujson as json
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except ImportError:
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import json
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cdef struct AttrValue:
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attr_id_t attr
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@ -58,18 +65,61 @@ cdef object get_entity(const Pattern* pattern, const TokenC* tokens, int i):
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return (pattern.spec[0].value, i - pattern.spec[1].value, i)
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def _convert_strings(token_specs, string_store):
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converted = []
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for spec in token_specs:
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converted.append([])
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for attr, value in spec.items():
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if isinstance(attr, basestring):
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attr = map_attr_name(attr)
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if isinstance(value, basestring):
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value = string_store[value]
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converted[-1].append((attr, value))
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return converted
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def map_attr_name(attr):
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attr = attr.upper()
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if attr == 'ORTH':
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return ORTH
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elif attr == 'LEMMA':
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return LEMMA
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elif attr == 'LOWER':
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return LOWER
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elif attr == 'SHAOE':
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return SHAPE
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elif attr == 'NORM':
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return NORM
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else:
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raise Exception("TODO: Finish supporting attr mapping %s" % attr)
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cdef class Matcher:
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cdef Pool mem
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cdef Pattern** patterns
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cdef readonly int n_patterns
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def __init__(self, patterns):
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def __init__(self, vocab, patterns):
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self.mem = Pool()
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self.patterns = <Pattern**>self.mem.alloc(len(patterns), sizeof(Pattern*))
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for i, (token_specs, entity_type) in enumerate(patterns):
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self.patterns[i] = init_pattern(self.mem, token_specs, entity_type)
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for i, (entity_key, (etype, attrs, specs)) in enumerate(sorted(patterns.items())):
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if isinstance(entity_key, basestring):
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entity_key = vocab.strings[entity_key]
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if isinstance(etype, basestring):
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etype = vocab.strings[etype]
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specs = _convert_strings(specs, vocab.strings)
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self.patterns[i] = init_pattern(self.mem, specs, etype)
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self.n_patterns = len(patterns)
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@classmethod
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def from_dir(cls, vocab, data_dir):
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patterns_loc = path.join(data_dir, 'ner', 'patterns.json')
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if path.exists(patterns_loc):
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patterns = json.loads(open(patterns_loc))
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return cls(vocab, patterns)
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else:
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return cls(vocab, {})
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def __call__(self, Doc doc):
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cdef vector[Pattern*] partials
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cdef int n_partials = 0
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