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Merge branch 'feature/docs_to_json' into develop
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commit
ea2edd1e2c
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@ -563,6 +563,32 @@ cdef class GoldParse:
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self.c.sent_start[i] = 0
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self.c.sent_start[i] = 0
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def docs_to_json(id, docs):
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'''Convert a list of Doc objects into the JSON-serializable format used by
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the spacy train command. Each Doc in the list will be interpreted as a
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paragraph.
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'''
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if isinstance(docs, Doc):
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docs = [docs]
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json_doc = {'id': id, 'paragraphs': []}
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for i, doc in enumerate(docs):
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json_para = {'raw': doc.text, 'sentences': []}
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ent_offsets = [(e.start_char, e.end_char, e.label_) for e in doc.ents]
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biluo_tags = biluo_tags_from_offsets(doc, ent_offsets)
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for j, sent in enumerate(doc.sents):
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json_sent = {'tokens': [], 'brackets': []}
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for token in sent:
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json_token = {"id": token.i, "orth": token.text}
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json_token['tag'] = token.tag_ if doc.is_tagged else None
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json_token['head'] = (token.head.i-token.i) if doc.is_parsed else None
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json_token['dep'] = token.dep_ if doc.is_parsed else None
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json_token['ner'] = biluo_tags[token.i]
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json_sent['tokens'].append(json_token)
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json_para['sentences'].append(json_sent)
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json_doc['paragraphs'].append(json_para)
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return json_doc
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def biluo_tags_from_offsets(doc, entities, missing='O'):
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def biluo_tags_from_offsets(doc, entities, missing='O'):
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"""Encode labelled spans into per-token tags, using the
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"""Encode labelled spans into per-token tags, using the
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Begin/In/Last/Unit/Out scheme (BILUO).
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Begin/In/Last/Unit/Out scheme (BILUO).
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@ -2,7 +2,9 @@
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from __future__ import unicode_literals
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from __future__ import unicode_literals
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from spacy.gold import biluo_tags_from_offsets, offsets_from_biluo_tags
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from spacy.gold import biluo_tags_from_offsets, offsets_from_biluo_tags
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from spacy.gold import docs_to_json
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from spacy.tokens import Doc
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from spacy.tokens import Doc
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from .util import get_doc
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def test_gold_biluo_U(en_vocab):
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def test_gold_biluo_U(en_vocab):
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@ -50,3 +52,31 @@ def test_roundtrip_offsets_biluo_conversion(en_tokenizer):
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assert biluo_tags_converted == biluo_tags
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assert biluo_tags_converted == biluo_tags
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offsets_converted = offsets_from_biluo_tags(doc, biluo_tags)
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offsets_converted = offsets_from_biluo_tags(doc, biluo_tags)
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assert offsets_converted == offsets
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assert offsets_converted == offsets
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def test_docs_to_json(en_vocab):
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'''Test we can convert a list of Doc objects into the JSON-serializable
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format we use for training.
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'''
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docs = [
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get_doc(
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en_vocab,
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words=['a', 'b'],
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pos=['VBP', 'NN'],
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heads=[0, -1],
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deps=['ROOT', 'dobj'],
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ents=[]),
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get_doc(
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en_vocab,
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words=['c', 'd', 'e'],
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pos=['VBP', 'NN', 'NN'],
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heads=[0, -1, -2],
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deps=['ROOT', 'dobj', 'dobj'],
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ents=[(1, 2, 'ORG')]),
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]
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json_doc = docs_to_json(0, docs)
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assert json_doc['id'] == 0
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assert len(json_doc['paragraphs']) == 2
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assert len(json_doc['paragraphs'][0]['sentences']) == 1
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assert len(json_doc['paragraphs'][1]['sentences']) == 1
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assert len(json_doc['paragraphs'][0]['sentences'][0]['tokens']) == 2
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assert len(json_doc['paragraphs'][1]['sentences'][0]['tokens']) == 3
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