explosion/spaCy
1
1
Fork 0
mirror of https://github.com/explosion/spaCy.git synced 2024-11-10 19:57:17 +03:00
Code Issues Packages Projects Releases Wiki Activity

* Work on prepare_treebank script, adding NER to it

Browse Source
This commit is contained in:
Matthew Honnibal 2015-05-26 19:28:29 +02:00
parent 15bbbf4901
commit 61885aee76
1 changed files with 37 additions and 14 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

51
bin/prepare_treebank.py
View File

@ -4,18 +4,20 @@ doc: {
id: string,
paragraphs: [{
raw: string,
segmented: string,
sents: [int],
tokens: [{
start: int,
tag: string,
head: int,
dep: string}],
ner: [{
start: int,
end: int,
label: string}],
brackets: [{
start: int,
end: int,
label: string,
flabel: int}]}]}
label: string}]}]}
Consumes output of spacy/munge/align_raw.py
"""
@ -26,6 +28,7 @@ import re
from spacy.munge import read_ptb
from spacy.munge import read_conll
from spacy.munge import read_ner
def _iter_raw_files(raw_loc):
@ -34,24 +37,30 @@ def _iter_raw_files(raw_loc):
yield f
def format_doc(section, filename, raw_paras, ptb_loc, dep_loc):
ptb_sents = read_ptb.split(open(ptb_loc).read())
dep_sents = read_conll.split(open(dep_loc).read())
def format_doc(file_id, raw_paras, ptb_text, dep_text, ner_text):
ptb_sents = read_ptb.split(ptb_text)
dep_sents = read_conll.split(dep_text)
ner_sents = read_ner.split(ner_text) if ner_text is not None else None
assert len(ptb_sents) == len(dep_sents)
i = 0
doc = {'id': filename, 'paragraphs': []}
doc = {'id': file_id, 'paragraphs': []}
for raw_sents in raw_paras:
para = {
'raw': ' '.join(sent.replace('<SEP>', '') for sent in raw_sents),
'sents': [],
'tokens': [],
'brackets': []}
'brackets': [],
'entities': []}
offset = 0
for raw_sent in raw_sents:
_, brackets = read_ptb.parse(ptb_sents[i], strip_bad_periods=True)
_, annot = read_conll.parse(dep_sents[i], strip_bad_periods=True)
if ner_sents is not None:
_, ner = read_ner.parse(ner_sents[i], strip_bad_periods=True)
else:
ner = None
for token_id, token in enumerate(annot):
try:
head = (token['head'] + offset) if token['head'] != -1 else -1
@ -63,11 +72,19 @@ def format_doc(section, filename, raw_paras, ptb_loc, dep_loc):
'dep': token['dep']})
except:
raise
if ner is not None:
for label, start, end in ner:
if start != end:
para['entities'].append({
'label': label,
'first': start + offset,
'last': (end-1) + offset})
for label, start, end in brackets:
if start != end:
para['brackets'].append({'label': label,
'start': start + offset,
'end': (end-1) + offset})
para['brackets'].append({
'label': label,
'first': start + offset,
'last': (end-1) + offset})
i += 1
offset += len(annot)
para['sents'].append(offset)
@ -87,9 +104,15 @@ def main(onto_dir, raw_dir, out_dir):
continue
ptb_loc = path.join(onto_dir, section, '%s.parse' % filename)
dep_loc = ptb_loc + '.dep'
if path.exists(ptb_loc) and path.exists(dep_loc):
doc = format_doc(section, filename, raw_paras, ptb_loc, dep_loc)
docs.append(doc)
ner_loc = path.join(onto_dir, section, '%s.name' % filename)
if path.exists(ptb_loc) and path.exists(dep_loc) and path.exists(ner_loc):
docs.append(
format_doc(
filename,
raw_paras,
open(ptb_loc).read().strip(),
open(dep_loc).read().strip(),
open(ner_loc).read().strip() if path.exists(ner_loc) else None))
with open(path.join(out_dir, '%s.json' % section), 'w') as file_:
json.dump(docs, file_, indent=4)