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theyorubayesian commited on
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add dataset script and documentation

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  1. README.md +47 -0
  2. ciral.py +78 -0
README.md CHANGED
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  license: apache-2.0
 
 
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  ---
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+ languages:
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+ - ha
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+ - so
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+ - sw
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+ - yo
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+
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+ mutilinguality:
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+ - multilingual
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+
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+ task-categories:
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+ - text-retrieval
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+
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  license: apache-2.0
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+
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+ viewer: true
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  ---
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+
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+ # Dataset Summary
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+
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+ CIRAL is a collection for cross-lingual information retrieval research across four (4) African languages. The collection comprises English queries and query-passage relevance judgements manually annotated by native speakers.
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+
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+ This dataset stores passages which have been culled from news websites for CIRAL.
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+
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+ ## Dataset Structure
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+
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+ This dataset is configured by language. An example of a passage data entry is
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+
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+ ```json
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+ {
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+ 'docid': 'DOCID#0#0',
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+ 'title': 'This is the title of a sample passage',
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+ 'text': 'This is the content of a sample passage',
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+ 'url': 'https:/\/\this-is-a-sample-url.com'
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+ }
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+ ```
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+
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+ ## Load Dataset
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+
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+ An example to load the dataset
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+
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+ ```python
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+ language = "hausa"
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+
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+ dataset = load_dataset("castorini/ciral-corpus", language)
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+ ```
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+
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+ ## Citation
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+
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+ ...
ciral.py ADDED
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+ import json
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+ from string import Template
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+
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+ import datasets
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+
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+ _CITATION = "" # TODO: @theyorubayesian
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+ _DESCRIPTION = \
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+ """
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+ A collection of passages culled from news websites for Cross-Lingual Information Retrieval for African Languages.
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+ """
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+ _HOMEPAGE = "https://github.com/castorini/ciral"
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+ _LICENSE = "Apache License 2.0"
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+ _VERSION = "1.0.0"
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+ _LANGUAGES = [
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+ "hausa",
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+ "somali",
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+ "swahili",
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+ "yoruba",
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+ "combined"
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+ ]
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+ _DATASET_URL = Template("./passages-v1.0/${language}_passages.jsonl")
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+
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+
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+ class CiralPassages(datasets.GeneratorBasedBuilder):
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(
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+ version=datasets.Version(_VERSION),
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+ name=language,
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+ description=f"CIRAL passages for language: {language}"
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+ ) for language in _LANGUAGES
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+ ]
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+ DEFAULT_CONFIG_NAME = "combined"
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ citation=_CITATION,
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+ features=datasets.Features({
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+ "docid": datasets.Value("string"),
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+ "title": datasets.Value("string"),
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+ "text": datasets.Value("string"),
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+ "url": datasets.Value("string")
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+ }),
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+ homepage=_HOMEPAGE,
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+ license=_LICENSE
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+ )
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+
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+ def _split_generators(self, dl_manager: datasets.DownloadManager):
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+ language = self.config.name
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+ if language == "combined":
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+ language_file = dl_manager.download_and_extract({
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+ _language: _DATASET_URL.substitute(language=_language)
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+ for _language in _LANGUAGES[:-1]
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+ })
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+
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+ splits = [
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+ datasets.SplitGenerator(
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+ name=_language, gen_kwargs={"filepath": language_file[_language]}
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+ ) for _language in _LANGUAGES[:-1]
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+ ]
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+ return splits
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+ else:
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+ language_file = dl_manager.download_and_extract(
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+ _DATASET_URL.substitute(language=language))
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+
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+ splits = [
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+ datasets.SplitGenerator(
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+ name="train",
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+ gen_kwargs={"filepath": language_file}
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+ )
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+ ]
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+ return splits
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+
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+ def _generate_examples(self, filepath: str):
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+ with open(filepath, encoding="utf-8") as f:
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+ for line in f:
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+ data = json.loads(line)
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+ yield data["docid"], data