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Create hc4.py

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hc4.py ADDED
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+ # coding=utf-8
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+ # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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+ #
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+ # Licensed under the Apache License, Version 2.0 (the 'License');
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+ # you may not use this file except in compliance with the License.
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+ # You may obtain a copy of the License at
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+ #
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+ # http://www.apache.org/licenses/LICENSE-2.0
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+ #
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+ # Unless required by applicable law or agreed to in writing, software
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+ # distributed under the License is distributed on an 'AS IS' BASIS,
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+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ # See the License for the specific language governing permissions and
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+ # limitations under the License.
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+
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+ # Lint as: python3
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+
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+ import json
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+
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+ import datasets
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+
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+ _CITATION = '''
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+ @article{Lawrie2022HC4,
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+ author = {Dawn Lawrie and James Mayfield and Douglas W. Oard and Eugene Yang},
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+ title = {HC4: A New Suite of Test Collections for Ad Hoc CLIR},
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+ booktitle = {{Advances in Information Retrieval. 44th European Conference on IR Research (ECIR 2022)},
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+ year = {2022},
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+ month = apr,
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+ publisher = {Springer},
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+ series = {Lecture Notes in Computer Science},
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+ site = {Stavanger, Norway},
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+ url = {https://arxiv.org/abs/2201.09992}
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+ }
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+ '''
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+
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+
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+ import ir_datasets
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+
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+ langs = ['fa', 'ru', 'zh']
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+ fields = ['title', 'desc', 'title.desc']
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+ lang_fields = [f'{lang}-{field}' for lang in langs for field fields]
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+
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+ _DESCRIPTION = 'dataset load script for HC4'
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+
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+
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+ class HC4(datasets.GeneratorBasedBuilder):
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+ BUILDER_CONFIGS = [datasets.BuilderConfig(
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+ version=datasets.Version('1.0.0'),
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+ name=data, description=f'HC4: {lf}.'
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+ ) for lf in lang_fields
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+ ]
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+
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+ def _info(self):
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+ features = datasets.Features({
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+ 'query_id': datasets.Value('string'),
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+ 'query': datasets.Value('string'),
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+ })
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+
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+ return datasets.DatasetInfo(
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+ # This is the description that will appear on the datasets page.
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+ description=_DESCRIPTION,
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+ # This defines the different columns of the dataset and their types
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+ features=features, # Here we define them above because they are different between the two configurations
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+ supervised_keys=None,
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+ # Homepage of the dataset for documentation
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+ homepage='https://github.com/hltcoe/HC4',
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+ # License for the dataset if available
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+ license='',
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+ # Citation for the dataset
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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ lang_field = self.config.name
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+ splits = [
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+ datasets.SplitGenerator(
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+ name=set_name,
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+ gen_kwargs={
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+ 'lang_field': lang_field,
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+ 'set_name': set_name,
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+ },
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+ ) for set_name in ['dev', 'test']
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+ ]
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+ return splits
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+
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+ def _generate_examples(self, lang_field, set_name):
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+ lang, field = lang_field.split('-')
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+
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+ if lang not in lang:
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+ raise ValueError(f"Unexpected language: {lang}")
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+ if field not in fields:
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+ raise ValueError(f"Unexpected field: {field}")
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+
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+ dataset = ir_datasets.load(f'hc4/{lang}/{set_name}')
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+
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+ for query in dataset.queries_iter():
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+ # all are English Questions
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+ if field == 'title':
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+ q = query.title
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+ elif field == "desc":
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+ q = query.description
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+ else:
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+ q = f"{query.title} {query.description}"
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+ yield query.query_id, q
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+
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+ with open(filepath) as f:
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+ for i, line in enumerate(f):
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+ data = json.loads(line)
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+ qid = data['query_id']
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+ yield qid, data