Datasets:
Commit
·
ddf7340
0
Parent(s):
Add Tigrinya-SQuAD data files and loader script
Browse files- .gitattributes +55 -0
- .gitignore +116 -0
- data/Tigrinya-SQuAD-v1-train.json +3 -0
- tigrinya-squad.py +112 -0
.gitattributes
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*.json filter=lfs diff=lfs merge=lfs -text
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.ckpt filter=lfs diff=lfs merge=lfs -text
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*.ftz filter=lfs diff=lfs merge=lfs -text
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*.gz filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.lz4 filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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*.pcm filter=lfs diff=lfs merge=lfs -text
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*.sam filter=lfs diff=lfs merge=lfs -text
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*.raw filter=lfs diff=lfs merge=lfs -text
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# Audio files - compressed
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*.aac filter=lfs diff=lfs merge=lfs -text
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*.flac filter=lfs diff=lfs merge=lfs -text
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*.mp3 filter=lfs diff=lfs merge=lfs -text
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*.ogg filter=lfs diff=lfs merge=lfs -text
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*.wav filter=lfs diff=lfs merge=lfs -text
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# Image files - uncompressed
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*.bmp filter=lfs diff=lfs merge=lfs -text
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*.png filter=lfs diff=lfs merge=lfs -text
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*.tiff filter=lfs diff=lfs merge=lfs -text
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# Image files - compressed
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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.gitignore
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### Flask
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instance/*
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!instance/.gitignore
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.webassets-cache
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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.vscode/
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__pycache__/
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# PyInstaller
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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# Flask stuff:
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instance/
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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.python-version
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# celery beat schedule file
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celerybeat-schedule
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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data/Tigrinya-SQuAD-v1-train.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:27ca6b9e51e057e532fd59616cda432e7fa00f2a1d1daea074cd60ef470199bb
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size 42946884
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tigrinya-squad.py
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"""Tigrinya-SQuAD: Machine-Translated Training Dataset for Tigrinya Question Answering."""
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import json
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import datasets
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_HOMEPAGE = "https://github.com/fgaim/tiquad"
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_DESCRIPTION = """\
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Tigrinya-SQuAD is a machine-translated and filtered version of the English SQuAD 1.1 training dataset,
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automatically converted to Tigrinya for training question-answering models in low-resource settings.
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This silver-standard dataset serves as training data only. For evaluation, use the gold-standard TiQuAD dataset.
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"""
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_CITATION = """\
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@inproceedings{gaim-etal-2023-tiquad,
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title = "{Question-Answering in a Low-resourced Language: Benchmark Dataset and Models for Tigrinya}",
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author = "Fitsum Gaim and Wonsuk Yang and Hancheol Park and Jong C. Park",
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booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
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month = jul,
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year = "2023",
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address = "Toronto, Canada",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2023.acl-long.661",
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pages = "11857--11870",
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}
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"""
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_LICENSE = "Creative Commons Attribution-ShareAlike 4.0"
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_DATA_PATHS = {
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"train": "data/Tigrinya-SQuAD-v1-train.json",
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}
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class TigrinyaSQuADConfig(datasets.BuilderConfig):
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"""BuilderConfig for Tigrinya-SQuAD"""
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def __init__(self, **kwargs):
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"""BuilderConfig for Tigrinya-SQuAD.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(TigrinyaSQuADConfig, self).__init__(**kwargs)
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class TigrinyaSQuAD(datasets.GeneratorBasedBuilder):
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"""Tigrinya-SQuAD dataset."""
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"id": datasets.Value("string"),
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"title": datasets.Value("string"),
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"context": datasets.Value("string"),
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"question": datasets.Value("string"),
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"answers": datasets.features.Sequence(
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{
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"text": datasets.Value("string"),
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"answer_start": datasets.Value("int32"),
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}
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),
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}
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),
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homepage=_HOMEPAGE,
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citation=_CITATION,
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license=_LICENSE,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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downloaded_files = dl_manager.download_and_extract(_DATA_PATHS)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": downloaded_files["train"]},
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)
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]
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def _generate_examples(self, filepath):
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"""Yields Tigrinya-SQuAD examples."""
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with open(filepath, encoding="utf-8") as fin:
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+
squad_data = json.load(fin)
|
| 90 |
+
for example in squad_data["data"]:
|
| 91 |
+
title = example.get("title", "")
|
| 92 |
+
for paragraph in example["paragraphs"]:
|
| 93 |
+
context = paragraph["context"]
|
| 94 |
+
for qa in paragraph["qas"]:
|
| 95 |
+
_id = qa["id"]
|
| 96 |
+
answers = [
|
| 97 |
+
{
|
| 98 |
+
"text": answer["text"],
|
| 99 |
+
"answer_start": answer["answer_start"],
|
| 100 |
+
}
|
| 101 |
+
for answer in qa["answers"]
|
| 102 |
+
]
|
| 103 |
+
yield (
|
| 104 |
+
_id,
|
| 105 |
+
{
|
| 106 |
+
"id": _id,
|
| 107 |
+
"title": title,
|
| 108 |
+
"context": context,
|
| 109 |
+
"question": qa["question"],
|
| 110 |
+
"answers": answers,
|
| 111 |
+
},
|
| 112 |
+
)
|