Add converter for jsonl NER data

This commit is contained in:
Matthew Honnibal 2018-08-14 14:04:32 +02:00
parent a9fb6d5511
commit 6ea981c839
7 changed files with 44 additions and 5 deletions

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@ -72,3 +72,4 @@ class Messages(object):
M051 = ("Development data not found") M051 = ("Development data not found")
M052 = ("Not a valid meta.json format") M052 = ("Not a valid meta.json format")
M053 = ("Expected dict but got: {meta_type}") M053 = ("Expected dict but got: {meta_type}")
M054 = ("No --lang specified, but tokenization required.")

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@ -5,6 +5,7 @@ import plac
from pathlib import Path from pathlib import Path
from .converters import conllu2json, conllubio2json, iob2json, conll_ner2json from .converters import conllu2json, conllubio2json, iob2json, conll_ner2json
from .converters import ner_jsonl2json
from ._messages import Messages from ._messages import Messages
from ..util import prints from ..util import prints
@ -17,6 +18,7 @@ CONVERTERS = {
'conll': conllu2json, 'conll': conllu2json,
'ner': conll_ner2json, 'ner': conll_ner2json,
'iob': iob2json, 'iob': iob2json,
'jsonl': ner_jsonl2json
} }
@ -25,8 +27,10 @@ CONVERTERS = {
output_dir=("output directory for converted file", "positional", None, str), output_dir=("output directory for converted file", "positional", None, str),
n_sents=("Number of sentences per doc", "option", "n", int), n_sents=("Number of sentences per doc", "option", "n", int),
converter=("Name of converter (auto, iob, conllu or ner)", "option", "c", str), converter=("Name of converter (auto, iob, conllu or ner)", "option", "c", str),
lang=("Language (if tokenizer required)", "option", "l", str),
morphology=("Enable appending morphology to tags", "flag", "m", bool)) morphology=("Enable appending morphology to tags", "flag", "m", bool))
def convert(input_file, output_dir, n_sents=1, morphology=False, converter='auto'): def convert(input_file, output_dir, n_sents=1, morphology=False, converter='auto',
lang=None):
""" """
Convert files into JSON format for use with train command and other Convert files into JSON format for use with train command and other
experiment management functions. experiment management functions.
@ -44,4 +48,4 @@ def convert(input_file, output_dir, n_sents=1, morphology=False, converter='auto
title=Messages.M030, exits=1) title=Messages.M030, exits=1)
func = CONVERTERS[converter] func = CONVERTERS[converter]
func(input_path, output_path, func(input_path, output_path,
n_sents=n_sents, use_morphology=morphology) n_sents=n_sents, use_morphology=morphology, lang=lang)

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@ -2,3 +2,4 @@ from .conllu2json import conllu2json
from .conllubio2json import conllubio2json from .conllubio2json import conllubio2json
from .iob2json import iob2json from .iob2json import iob2json
from .conll_ner2json import conll_ner2json from .conll_ner2json import conll_ner2json
from .jsonl2json import ner_jsonl2json

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@ -7,7 +7,7 @@ from ...util import prints
from ...gold import iob_to_biluo from ...gold import iob_to_biluo
def conll_ner2json(input_path, output_path, n_sents=10, use_morphology=False): def conll_ner2json(input_path, output_path, n_sents=10, use_morphology=False, lang=None):
""" """
Convert files in the CoNLL-2003 NER format into JSON format for use with Convert files in the CoNLL-2003 NER format into JSON format for use with
train cli. train cli.

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@ -8,7 +8,7 @@ from ...gold import iob_to_biluo
import re import re
def conllu2json(input_path, output_path, n_sents=10, use_morphology=False): def conllu2json(input_path, output_path, n_sents=10, use_morphology=False, lang=None):
""" """
Convert conllu files into JSON format for use with train cli. Convert conllu files into JSON format for use with train cli.

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@ -5,7 +5,7 @@ from ...compat import json_dumps, path2str
from ...util import prints from ...util import prints
from ...gold import iob_to_biluo from ...gold import iob_to_biluo
def conllubio2json(input_path, output_path, n_sents=10, use_morphology=False): def conllubio2json(input_path, output_path, n_sents=10, use_morphology=False, lang=None):
""" """
Convert conllu files into JSON format for use with train cli. Convert conllu files into JSON format for use with train cli.
use_morphology parameter enables appending morphology to tags, which is use_morphology parameter enables appending morphology to tags, which is

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@ -0,0 +1,33 @@
# coding: utf8
from __future__ import unicode_literals
import ujson as json
from .._messages import Messages
from ...compat import json_dumps, path2str
from ...util import prints, get_lang_class
from ...gold import docs_to_json
def ner_jsonl2json(input_path, output_path, lang=None, n_sents=10, use_morphology=False):
if lang is None:
prints(Messages.M054, exits=True)
json_docs = []
input_tuples = list(read_jsonl(input_path))
nlp = get_lang_class(lang)()
for i, (raw_text, ents) in enumerate(input_tuples):
doc = nlp.make_doc(raw_text)
doc[0].is_sent_start = True
doc.ents = [doc.char_span(s, e, label=L) for s, e, L in ents['entities']]
json_docs.append(docs_to_json(i, [doc]))
output_filename = input_path.parts[-1].replace(".jsonl", ".json")
output_loc = output_path / output_filename
with (output_loc).open('w', encoding='utf8') as file_:
file_.write(json_dumps(json_docs))
prints(Messages.M033.format(n_docs=len(json_docs)),
title=Messages.M032.format(name=path2str(output_loc)))
def read_jsonl(input_path):
with input_path.open('r', encoding='utf8') as file_:
for line in file_:
yield json.loads(line)