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synced 2024-12-25 20:34:18 +00:00
Create package for stand-off-data-py
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@ -38,7 +38,7 @@ RUN apt-get install --no-install-recommends --yes \
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&& pip3 install "spacy==${SPACY_VERSION}"
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# Only models that include the following components are compatibel:
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# Only models that include the following components are compatibel:
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# lemmatizer, ner, parser, senter, tagger,
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ENV SPACY_MODELS="de_core_news_md,en_core_web_md,it_core_news_md,nl_core_news_md,pl_core_news_md,zh_core_web_md"
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ENV SPACY_MODELS_VERSION=3.0.0
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@ -51,6 +51,13 @@ RUN apt-get install --no-install-recommends --yes \
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zip
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COPY packages .
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RUN cd stand-off-data-py \
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&& python3 setup.py build \
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&& python3 setup.py install \
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&& cd -
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## Install Pipeline ##
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COPY nlp spacy-nlp vrt-creator /usr/local/bin/
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@ -0,0 +1,14 @@
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import setuptools
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setuptools.setup(
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name='stand-off-data',
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author='Patrick Jentsch',
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author_email='p.jentsch@uni-bielefeld.de',
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description='A python library to handle stand off data.',
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classifiers=[
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'Programming Language :: Python :: 3',
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'Operating System :: OS Independent',
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],
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packages=setuptools.find_packages(),
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python_requires='>=3.5'
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)
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@ -0,0 +1,2 @@
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# flake8: noqa
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from .models import StandOffData
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@ -1,33 +1,17 @@
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'''
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'generator': {
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'name': 'nopaque NLP service',
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'version': '1.0.0',
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'arguments': {
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'check_encoding': args.check_encoding,
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'language': args.language
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}
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},
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'file': {
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'encoding': encoding,
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'md5': text_md5.hexdigest(),
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'name': os.path.basename(args.input)
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}
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'''
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class StandOffData:
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def __init__(self, attrs):
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self.tags = {tag_definition.id: tag_definition for tag_definition in
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[TagDefinition(x) for x in attrs.get('tags', [])]}
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self.annotations = [TagAnnotation(x, self.tags) for x in
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self.meta = attrs.get('meta', {})
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self.lookup = {tag_definition.id: tag_definition for tag_definition in
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[TagDefinition(x) for x in attrs.get('tags', [])]}
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self.annotations = [TagAnnotation(x, self.lookup) for x in
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attrs.get('annotations', [])]
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class TagAnnotation:
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def __init__(self, attrs, tag_lookup):
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def __init__(self, attrs, lookup):
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self.lookup = lookup
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self.tag_id = attrs['tag_id']
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self.tag_lookup = tag_lookup
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if self.tag_id not in self.tag_lookup:
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if self.tag_id not in self.lookup:
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raise Exception('Unknown tag id: {}'.format(self.tag_id))
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self.start = attrs['start']
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self.end = attrs['end']
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@ -35,16 +19,17 @@ class TagAnnotation:
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raise Exception('start must be lower then end')
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self.description = attrs.get('description', '')
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self.properties = [
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PropertyAnnotation(x, self.tag_lookup[self.tag_id].properties)
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PropertyAnnotation({**x, 'tag_id': self.tag_id}, self.lookup)
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for x in attrs.get('properties', [])
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]
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for required_property_id in self.tag_lookup[self.tag_id].required_properties:
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for required_property_id in self.lookup[self.tag_id].required_properties:
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if required_property_id not in self.properties:
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raise Exception('Missing required property: {}'.format(required_property_id))
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raise Exception(
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'Missing required property: {}'.format(required_property_id))
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@property
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def name(self):
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return self.tag_lookup[self.tag_id].name
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return self.lookup[self.tag_id].name
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def __lt__(self, other):
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if self.start == other.start:
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@ -78,17 +63,18 @@ class TagAnnotation:
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class PropertyAnnotation:
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def __init__(self, attrs, property_lookup):
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self.property_id = property['property_id']
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self.property_lookup = property_lookup
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if self.property_id not in self.property_lookup:
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def __init__(self, attrs, lookup):
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self.lookup = lookup
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self.property_id = attrs['property_id']
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self.tag_id = attrs['tag_id']
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if self.property_id not in self.lookup[self.tag_id].properties:
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raise Exception('Unknown property id: {}'.format(self.property_id))
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self.value = property['value']
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# TODO: Process attrs['possibleValues'] as self.labels (no id?)
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@property
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def name(self):
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return self.property_lookup[self.property_id].name
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return self.lookup[self.tag_id].properties[self.property_id].name
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class TagDefinition:
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@ -1,3 +1,6 @@
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from xml.sax.saxutils import escape
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def create_vrt(text, stand_off_data):
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# Devide annotations into CWB's verticalized text format (.vrt) logic
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p_attrs = [] # positional attributes
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@ -42,6 +45,34 @@ def create_vrt(text, stand_off_data):
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if s_attr_end_buffer[s_attr.end]:
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s_attr_end_buffer[s_attr.end].append(i)
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else:
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s_attr_end_buffer[s_attr.end] = [1]
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s_attr_end_buffer[s_attr.end] = [i]
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vrt = ''
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# TODO do the work!
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vrt += '<text>\n'
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for p_attr in p_attrs:
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# s_attr_starts
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for k in {k: v for k, v in s_attr_start_buffer.items() if k <= p_attr.start}: # noqa
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s_attrs = s_attr_start_buffer.pop(k)
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for s_attr in s_attrs:
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foo = ''
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for property in s_attr.properties:
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foo += ' {}="{}"'.format(escape(property.name),
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escape(property.value))
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vrt += '<{}{}>\n'.format(escape(s_attr.name), foo)
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for k in {k: v for k, v in s_attr_end_buffer.items() if k <= p_attr.start}: # noqa
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s_attrs = s_attr_end_buffer.pop(k)
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for s_attr in s_attrs:
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vrt += '</{}>\n'.format(escape(s_attr.name))
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# s_attr_ends
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foo = {'lemma': None, 'ner': None, 'pos': None, 'simple_pos': None, 'word': None} # noqa
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for property in p_attrs.properties:
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if property.name == 'lemma':
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foo['lemma'] = escape(property.value)
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elif property.name == 'ner':
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foo['ner'] = escape(property.value)
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elif property.name == 'pos':
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foo['pos'] = escape(property.value)
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elif property.name == 'simple_pos':
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foo['simple_pos'] = escape(property.value)
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foo['word'] = escape(text[p_attr.start:p_attr.end])
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vrt += '{word}\t{pos}\t{lemma}\t{simple_pos}\t{ner}\n'.format(**foo)
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vrt += '</text>\n'
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