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Update Matcher docstrings and API docs
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ines
parent
c8580da686
commit
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@ -159,14 +159,14 @@ def _convert_strings(token_specs, string_store):
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def merge_phrase(matcher, doc, i, matches):
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'''Callback to merge a phrase on match'''
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"""Callback to merge a phrase on match."""
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ent_id, label, start, end = matches[i]
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span = doc[start : end]
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span.merge(ent_type=label, ent_id=ent_id)
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cdef class Matcher:
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'''Match sequences of tokens, based on pattern rules.'''
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"""Match sequences of tokens, based on pattern rules."""
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cdef Pool mem
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cdef vector[TokenPatternC*] patterns
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cdef readonly Vocab vocab
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@ -175,37 +175,13 @@ cdef class Matcher:
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cdef public object _callbacks
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cdef public object _acceptors
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@classmethod
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def load(cls, path, vocab):
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"""
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Load the matcher and patterns from a file path.
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Arguments:
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path (Path):
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Path to a JSON-formatted patterns file.
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vocab (Vocab):
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The vocabulary that the documents to match over will refer to.
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Returns:
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Matcher: The newly constructed object.
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"""
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if (path / 'gazetteer.json').exists():
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with (path / 'gazetteer.json').open('r', encoding='utf8') as file_:
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patterns = ujson.load(file_)
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else:
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patterns = {}
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return cls(vocab, patterns)
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def __init__(self, vocab, patterns={}):
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"""
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Create the Matcher.
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"""Create the Matcher.
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Arguments:
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vocab (Vocab):
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The vocabulary object, which must be shared with the documents
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the matcher will operate on.
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vocab (Vocab): The vocabulary object, which must be shared with the
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documents the matcher will operate on.
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patterns (dict): Patterns to add to the matcher.
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Returns:
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The newly constructed object.
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RETURNS (Matcher): The newly constructed object.
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"""
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self._patterns = {}
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self._entities = {}
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@ -226,22 +202,15 @@ cdef class Matcher:
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def add_entity(self, entity_key, attrs=None, if_exists='raise',
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acceptor=None, on_match=None):
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"""
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Add an entity to the matcher.
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# TODO: replace with new Matcher.add()
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"""Add an entity to the matcher.
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Arguments:
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entity_key (unicode or int):
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An ID for the entity.
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attrs:
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Attributes to associate with the Matcher.
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if_exists ('raise', 'ignore' or 'update'):
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Controls what happens if the entity ID already exists. Defaults to 'raise'.
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acceptor:
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Callback function to filter matches of the entity.
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on_match:
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Callback function to act on matches of the entity.
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Returns:
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None
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entity_key (unicode or int): An ID for the entity.
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attrs (dict): Attributes to associate with the `Matcher`.
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if_exists (unicode): `'raise'`, `'ignore'` or `'update'`. Controls what
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happens if the entity ID already exists. Defaults to `'raise'`.
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acceptor (function): Callback function to filter matches of the entity.
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on_match (function): Callback function to act on matches of the entity.
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"""
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if if_exists not in ('raise', 'ignore', 'update'):
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raise ValueError(
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@ -264,18 +233,12 @@ cdef class Matcher:
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self._callbacks[entity_key] = on_match
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def add_pattern(self, entity_key, token_specs, label=""):
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"""
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Add a pattern to the matcher.
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# TODO: replace with new Matcher.add()
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"""Add a pattern to the matcher.
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Arguments:
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entity_key (unicode or int):
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An ID for the entity.
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token_specs:
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Description of the pattern to be matched.
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label:
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Label to assign to the matched pattern. Defaults to "".
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Returns:
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None
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entity_key (unicode): An ID for the entity.
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token_specs (list): Description of the pattern to be matched.
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label (unicode): Label to assign to the matched pattern. Defaults to `""`.
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"""
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token_specs = list(token_specs)
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if len(token_specs) == 0:
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@ -296,6 +259,7 @@ cdef class Matcher:
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self._patterns[entity_key].append((label, token_specs))
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def add(self, entity_key, label, attrs, specs, acceptor=None, on_match=None):
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# TODO: replace with new Matcher.add()
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self.add_entity(entity_key, attrs=attrs, if_exists='update',
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acceptor=acceptor, on_match=on_match)
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for spec in specs:
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@ -308,25 +272,21 @@ cdef class Matcher:
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return entity_key
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def has_entity(self, entity_key):
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"""
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Check whether the matcher has an entity.
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# TODO: deprecate
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"""Check whether the matcher has an entity.
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Arguments:
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entity_key (string or int): The entity key to check.
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Returns:
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bool: Whether the matcher has the entity.
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RETURNS (bool): Whether the matcher has the entity.
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"""
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entity_key = self.normalize_entity_key(entity_key)
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return entity_key in self._entities
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def get_entity(self, entity_key):
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"""
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Retrieve the attributes stored for an entity.
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# TODO: deprecate
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"""Retrieve the attributes stored for an entity.
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Arguments:
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entity_key (unicode or int): The entity to retrieve.
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Returns:
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The entity attributes if present, otherwise None.
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RETURNS (dict): The entity attributes if present, otherwise None.
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"""
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entity_key = self.normalize_entity_key(entity_key)
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if entity_key in self._entities:
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@ -335,17 +295,12 @@ cdef class Matcher:
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return None
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def __call__(self, Doc doc, acceptor=None):
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"""
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Find all token sequences matching the supplied patterns on the Doc.
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"""Find all token sequences matching the supplied patterns on the `Doc`.
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Arguments:
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doc (Doc):
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The document to match over.
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Returns:
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list
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A list of (entity_key, label_id, start, end) tuples,
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describing the matches. A match tuple describes a span doc[start:end].
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The label_id and entity_key are both integers.
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doc (Doc): The document to match over.
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RETURNS (list): A list of `(entity_key, label_id, start, end)` tuples,
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describing the matches. A match tuple describes a span
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`doc[start:end]`. The `label_id` and `entity_key` are both integers.
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"""
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if acceptor is not None:
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raise ValueError(
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@ -449,18 +404,13 @@ cdef class Matcher:
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return matches
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def pipe(self, docs, batch_size=1000, n_threads=2):
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"""
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Match a stream of documents, yielding them in turn.
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"""Match a stream of documents, yielding them in turn.
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Arguments:
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docs: A stream of documents.
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batch_size (int):
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The number of documents to accumulate into a working set.
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n_threads (int):
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The number of threads with which to work on the buffer in parallel,
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if the Matcher implementation supports multi-threading.
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Yields:
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Doc Documents, in order.
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docs (iterable): A stream of documents.
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batch_size (int): The number of documents to accumulate into a working set.
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n_threads (int): The number of threads with which to work on the buffer
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in parallel, if the `Matcher` implementation supports multi-threading.
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YIELDS (Doc): Documents, in order.
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"""
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for doc in docs:
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self(doc)
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@ -4,31 +4,26 @@ include ../../_includes/_mixins
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p Match sequences of tokens, based on pattern rules.
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+h(2, "load") Matcher.load
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+tag classmethod
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p Load the matcher and patterns from a file path.
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code path]
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+cell #[code Path]
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+cell Path to a JSON-formatted patterns file.
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+row
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+cell #[code vocab]
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+cell #[code Vocab]
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+cell The vocabulary that the documents to match over will refer to.
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+footrow
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+cell returns
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+cell #[code Matcher]
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+cell The newly constructed object.
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+infobox("⚠️ Deprecation note")
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| As of spaCy 2.0, #[code Matcher.add_pattern] and #[code Matcher.add_entity]
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| are deprecated and have been replaced with a simpler
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| #[+api("matcher#add") #[code Matcher.add]] that lets you add a list of
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| patterns and a callback for a given match ID.
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| #[code Matcher.load] (not useful, as it didn't allow specifying callbacks),
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| #[code Matcher.has_entity] and #[code Matcher.get_entity] (now redundant)
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| have been removed.
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+h(2, "init") Matcher.__init__
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+tag method
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p Create the Matcher.
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p Create the rule-based #[code Matcher].
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+aside-code("Example").
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from spacy.matcher import Matcher
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from spacy.attrs import LOWER
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patterns = {"HelloWorld": [{LOWER: "hello"}, {LOWER: "world"}]}
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matcher = Matcher(nlp.vocab)
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+table(["Name", "Type", "Description"])
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+row
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@ -41,7 +36,7 @@ p Create the Matcher.
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+row
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+cell #[code patterns]
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+cell dict
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+cell Patterns to add to the matcher.
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+cell Patterns to add to the matcher, keyed by ID.
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+footrow
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+cell returns
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@ -51,7 +46,28 @@ p Create the Matcher.
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+h(2, "call") Matcher.__call__
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+tag method
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p Find all token sequences matching the supplied patterns on the Doc.
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p Find all token sequences matching the supplied patterns on the #[code Doc].
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+aside-code("Example").
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from spacy.matcher import Matcher
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from spacy.attrs import LOWER
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matcher = Matcher(nlp.vocab)
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pattern = [{LOWER: "hello"}, {LOWER: "world"}]
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matcher.add_pattern("HelloWorld", pattern, on_match=None)
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doc = nlp(u'hello world!')
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matches = matcher(doc)
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+infobox("Important note")
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| By default, the matcher #[strong does not perform any action] on matches,
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| like tagging matched phrases with entity types. Instead, actions need to
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| be specified when #[strong adding patterns or entities], by
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| passing in a callback function as the #[code on_match] argument on
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| #[+api("matcher#add") #[code add]]. This allows you to define custom
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| actions per pattern within the same matcher. For example, you might only
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| want to merge some entity types, and set custom flags for other matched
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| patterns. For more details and examples, see the usage workflow on
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| #[+a("/docs/usage/rule-based-matching") rule-based matching].
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+table(["Name", "Type", "Description"])
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+row
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@ -76,7 +92,7 @@ p Match a stream of documents, yielding them in turn.
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code docs]
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+cell -
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+cell iterable
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+cell A stream of documents.
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+row
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@ -97,83 +113,44 @@ p Match a stream of documents, yielding them in turn.
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+cell #[code Doc]
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+cell Documents, in order.
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+h(2, "add_entity") Matcher.add_entity
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+h(2, "add_pattern") Matcher.add
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+tag method
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p Add an entity to the matcher.
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p
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| Add one or more patterns to the matcher, along with a callback function
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| to handle the matches. The callback function will receive the arguments
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| #[code matcher], #[code doc], #[code id] and #[code matches].
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+aside-code("Example").
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from spacy.matcher import Matcher
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from spacy.attrs import LOWER, ORTH
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def on_match(matcher, doc, id, matches):
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print('Matched!', matches)
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matcher = Matcher(nlp.vocab)
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matcher.add('HelloWorld', [{LOWER: "hello"}, {LOWER: "world"}], on_match=on_match)
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matcher.add('GoogleMaps', [{ORTH: "Google"}, {ORTH: "Maps"}], on_match=on_match)
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doc = nlp(u'HELLO WORLD on Google Maps.')
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matches = matcher(doc)
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code entity_key]
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+cell unicode / int
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+cell An ID for the entity.
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+row
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+cell #[code attrs]
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+cell -
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+cell Attributes to associate with the Matcher.
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+row
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+cell #[code if_exists]
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+cell #[code match_id]
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+cell unicode
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+cell
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| #[code 'raise'], #[code 'ignore'] or #[code 'update']. Controls
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| what happens if the entity ID already exists. Defaults to
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| #[code 'raise'].
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+cell An ID for the thing you're matching.
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+row
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+cell #[code acceptor]
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+cell -
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+cell Callback function to filter matches of the entity.
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+cell #[code *patterns]
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+cell list
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+cell
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| Match pattern. A pattern consists of a list of dicts, where each
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| dict describes a token.
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+row
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+cell #[code on_match]
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+cell -
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+cell Callback function to act on matches of the entity.
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+footrow
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+cell returns
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+cell #[code None]
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+cell -
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+h(2, "add_pattern") Matcher.add_pattern
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+tag method
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p Add a pattern to the matcher.
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code entity_key]
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+cell unicode / int
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+cell An ID for the entity.
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+row
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+cell #[code token_specs]
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+cell -
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+cell Description of the pattern to be matched.
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+row
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+cell #[code label]
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+cell unicode / int
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+cell Label to assign to the matched pattern. Defaults to #[code ""].
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+footrow
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+cell returns
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+cell #[code None]
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+cell -
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+h(2, "has_entity") Matcher.has_entity
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+tag method
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p Check whether the matcher has an entity.
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code entity_key]
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+cell unicode / int
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+cell The entity key to check.
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+footrow
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+cell returns
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+cell bool
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+cell Whether the matcher has the entity.
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+cell function
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+cell
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| Callback function to act on matches. Takes the arguments
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| #[code matcher], #[code doc], #[code id] and #[code matches].
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