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Add optional id
property to EntityRuler patterns (#3591)
* Adding support for entity_id in EntityRuler pipeline component * Adding Spacy Contributor aggreement * Updating EntityRuler to use string.format instead of f strings * Update Entity Ruler to support an 'id' attribute per pattern that explicitly identifies an entity. * Fixing tests * Remove custom extension entity_id and use built in ent_id token attribute. * Changing entity_id to ent_id for consistent naming * entity_ids => ent_ids * Removing kb, cleaning up tests, making util functions private, use rsplit instead of split
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# spaCy contributor agreement
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This spaCy Contributor Agreement (**"SCA"**) is based on the
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[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf).
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The SCA applies to any contribution that you make to any product or project
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you grant to us in the contributed materials. The term **"us"** shall mean
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**"you"** shall mean the person or entity identified below.
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If you agree to be bound by these terms, fill in the information requested
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Read this agreement carefully before signing. These terms and conditions
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constitute a binding legal agreement.
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## Contributor Agreement
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1. The term "contribution" or "contributed materials" means any source code,
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## Contributor Details
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| Field | Entry |
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|------------------------------- | ------------------------ |
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| Name | Kabir Khan |
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| Company name (if applicable) | |
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| Title or role (if applicable) | |
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| Date | 2019-04-08 |
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| GitHub username | kabirkhan |
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| Website (optional) | |
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@ -48,6 +48,7 @@ class EntityRuler(object):
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self.phrase_patterns = defaultdict(list)
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self.phrase_patterns = defaultdict(list)
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self.matcher = Matcher(nlp.vocab)
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self.matcher = Matcher(nlp.vocab)
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self.phrase_matcher = PhraseMatcher(nlp.vocab)
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self.phrase_matcher = PhraseMatcher(nlp.vocab)
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self.ent_id_sep = cfg.get("ent_id_sep", "||")
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patterns = cfg.get("patterns")
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patterns = cfg.get("patterns")
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if patterns is not None:
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if patterns is not None:
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self.add_patterns(patterns)
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self.add_patterns(patterns)
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@ -84,7 +85,16 @@ class EntityRuler(object):
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continue
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continue
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# check for end - 1 here because boundaries are inclusive
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# check for end - 1 here because boundaries are inclusive
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if start not in seen_tokens and end - 1 not in seen_tokens:
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if start not in seen_tokens and end - 1 not in seen_tokens:
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new_entities.append(Span(doc, start, end, label=match_id))
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if self.ent_ids:
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label_ = self.nlp.vocab.strings[match_id]
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ent_label, ent_id = self._split_label(label_)
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span = Span(doc, start, end, label=ent_label)
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if ent_id:
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for token in span:
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token.ent_id_ = ent_id
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else:
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span = Span(doc, start, end, label=match_id)
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new_entities.append(span)
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entities = [
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entities = [
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e for e in entities if not (e.start < end and e.end > start)
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e for e in entities if not (e.start < end and e.end > start)
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]
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]
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@ -104,6 +114,21 @@ class EntityRuler(object):
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all_labels.update(self.phrase_patterns.keys())
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all_labels.update(self.phrase_patterns.keys())
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return tuple(all_labels)
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return tuple(all_labels)
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@property
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def ent_ids(self):
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"""All entity ids present in the match patterns meta dicts.
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RETURNS (set): The string entity ids.
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DOCS: https://spacy.io/api/entityruler#labels
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"""
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all_ent_ids = set()
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for l in self.labels:
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if self.ent_id_sep in l:
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_, ent_id = self._split_label(l)
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all_ent_ids.add(ent_id)
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return tuple(all_ent_ids)
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@property
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@property
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def patterns(self):
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def patterns(self):
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"""Get all patterns that were added to the entity ruler.
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"""Get all patterns that were added to the entity ruler.
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@ -115,10 +140,19 @@ class EntityRuler(object):
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all_patterns = []
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all_patterns = []
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for label, patterns in self.token_patterns.items():
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for label, patterns in self.token_patterns.items():
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for pattern in patterns:
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for pattern in patterns:
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all_patterns.append({"label": label, "pattern": pattern})
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ent_label, ent_id = self._split_label(label)
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p = {"label": ent_label, "pattern": pattern}
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if ent_id:
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p["id"] = ent_id
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all_patterns.append(p)
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for label, patterns in self.phrase_patterns.items():
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for label, patterns in self.phrase_patterns.items():
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for pattern in patterns:
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for pattern in patterns:
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all_patterns.append({"label": label, "pattern": pattern.text})
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ent_label, ent_id = self._split_label(label)
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p = {"label": ent_label, "pattern": pattern.text}
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if ent_id:
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p["id"] = ent_id
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all_patterns.append(p)
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return all_patterns
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return all_patterns
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def add_patterns(self, patterns):
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def add_patterns(self, patterns):
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@ -133,6 +167,8 @@ class EntityRuler(object):
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"""
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"""
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for entry in patterns:
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for entry in patterns:
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label = entry["label"]
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label = entry["label"]
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if "id" in entry:
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label = self._create_label(label, entry["id"])
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pattern = entry["pattern"]
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pattern = entry["pattern"]
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if isinstance(pattern, basestring_):
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if isinstance(pattern, basestring_):
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self.phrase_patterns[label].append(self.nlp(pattern))
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self.phrase_patterns[label].append(self.nlp(pattern))
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@ -145,6 +181,28 @@ class EntityRuler(object):
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for label, patterns in self.phrase_patterns.items():
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for label, patterns in self.phrase_patterns.items():
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self.phrase_matcher.add(label, None, *patterns)
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self.phrase_matcher.add(label, None, *patterns)
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def _split_label(self, label):
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"""Split Entity label into ent_label and ent_id if it contains self.ent_id_sep
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RETURNS (tuple): ent_label, ent_id
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"""
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if self.ent_id_sep in label:
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ent_label, ent_id = label.rsplit(self.ent_id_sep, 1)
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else:
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ent_label = label
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ent_id = None
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return ent_label, ent_id
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def _create_label(self, label, ent_id):
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"""Join Entity label with ent_id if the pattern has an `id` attribute
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RETURNS (str): The ent_label joined with configured `ent_id_sep`
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"""
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if isinstance(ent_id, basestring_):
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label = "{}{}{}".format(label, self.ent_id_sep, ent_id)
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return label
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def from_bytes(self, patterns_bytes, **kwargs):
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def from_bytes(self, patterns_bytes, **kwargs):
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"""Load the entity ruler from a bytestring.
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"""Load the entity ruler from a bytestring.
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@ -19,6 +19,7 @@ def patterns():
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{"label": "BYE", "pattern": [{"LOWER": "bye"}, {"LOWER": "bye"}]},
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{"label": "BYE", "pattern": [{"LOWER": "bye"}, {"LOWER": "bye"}]},
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{"label": "HELLO", "pattern": [{"ORTH": "HELLO"}]},
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{"label": "HELLO", "pattern": [{"ORTH": "HELLO"}]},
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{"label": "COMPLEX", "pattern": [{"ORTH": "foo", "OP": "*"}]},
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{"label": "COMPLEX", "pattern": [{"ORTH": "foo", "OP": "*"}]},
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{"label": "TECH_ORG", "pattern": "Apple", "id": "a1"},
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]
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]
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@ -34,7 +35,7 @@ def add_ent():
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def test_entity_ruler_init(nlp, patterns):
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def test_entity_ruler_init(nlp, patterns):
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ruler = EntityRuler(nlp, patterns=patterns)
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ruler = EntityRuler(nlp, patterns=patterns)
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assert len(ruler) == len(patterns)
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assert len(ruler) == len(patterns)
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assert len(ruler.labels) == 3
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assert len(ruler.labels) == 4
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assert "HELLO" in ruler
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assert "HELLO" in ruler
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assert "BYE" in ruler
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assert "BYE" in ruler
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nlp.add_pipe(ruler)
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nlp.add_pipe(ruler)
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@ -77,14 +78,33 @@ def test_entity_ruler_existing_complex(nlp, patterns, add_ent):
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assert len(doc.ents[1]) == 2
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assert len(doc.ents[1]) == 2
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def test_entity_ruler_entity_id(nlp, patterns):
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ruler = EntityRuler(nlp, patterns=patterns, overwrite_ents=True)
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nlp.add_pipe(ruler)
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doc = nlp("Apple is a technology company")
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assert len(doc.ents) == 1
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assert doc.ents[0].label_ == "TECH_ORG"
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assert doc.ents[0].ent_id_ == "a1"
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def test_entity_ruler_cfg_ent_id_sep(nlp, patterns):
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ruler = EntityRuler(nlp, patterns=patterns, overwrite_ents=True, ent_id_sep="**")
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assert "TECH_ORG**a1" in ruler.phrase_patterns
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nlp.add_pipe(ruler)
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doc = nlp("Apple is a technology company")
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assert len(doc.ents) == 1
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assert doc.ents[0].label_ == "TECH_ORG"
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assert doc.ents[0].ent_id_ == "a1"
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def test_entity_ruler_serialize_bytes(nlp, patterns):
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def test_entity_ruler_serialize_bytes(nlp, patterns):
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ruler = EntityRuler(nlp, patterns=patterns)
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ruler = EntityRuler(nlp, patterns=patterns)
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assert len(ruler) == len(patterns)
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assert len(ruler) == len(patterns)
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assert len(ruler.labels) == 3
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assert len(ruler.labels) == 4
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ruler_bytes = ruler.to_bytes()
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ruler_bytes = ruler.to_bytes()
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new_ruler = EntityRuler(nlp)
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new_ruler = EntityRuler(nlp)
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assert len(new_ruler) == 0
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assert len(new_ruler) == 0
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assert len(new_ruler.labels) == 0
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assert len(new_ruler.labels) == 0
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new_ruler = new_ruler.from_bytes(ruler_bytes)
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new_ruler = new_ruler.from_bytes(ruler_bytes)
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assert len(ruler) == len(patterns)
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assert len(ruler) == len(patterns)
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assert len(ruler.labels) == 3
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assert len(ruler.labels) == 4
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