Upload indicCorpv2.py
Browse files- indicCorpv2.py +191 -0
indicCorpv2.py
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"""The IndicCorpV2 benchmark."""
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import textwrap
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import datasets
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_INDIC_CORPV2_CITATION = """\
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@article{Doddapaneni2022towards,
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title={Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic Languages},
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author={Sumanth Doddapaneni and Rahul Aralikatte and Gowtham Ramesh and Shreyansh Goyal and Mitesh M. Khapra and Anoop Kunchukuttan and Pratyush Kumar},
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journal={ArXiv},
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year={2022},
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volume={abs/2212.05409}
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}
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"""
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_INDIC_CORPV2_DESCRIPTION = """\
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IndicCORPV2 is the largest collection of texts for Indic langauges consisting of 20.9 Billion tokens of which 14.4B tokens correspond to 23 Indic languages and 6.B tokens of Indian English content curated from Indian websites.
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"""
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_DESCRIPTIONS = {
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"as": textwrap.dedent(
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"""
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Assamese
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"""
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),
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"bd": textwrap.dedent(
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"""
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Bodo
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"""
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),
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"bn": textwrap.dedent(
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"""
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Bengali
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"""
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),
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"dg": textwrap.dedent(
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"""
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Dogri
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"""
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),
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"en": textwrap.dedent(
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"""
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English
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"""
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),
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"gom": textwrap.dedent(
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"""
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Konkani
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"""
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),
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"gu": textwrap.dedent(
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"""
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Gujrati
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"""
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),
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"hi": textwrap.dedent(
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"""
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Hindi
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"""
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),
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"kha": textwrap.dedent(
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"""
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Khasi
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"""
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),
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"kn": textwrap.dedent(
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"""
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Kannada
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"""
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),
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"ks": textwrap.dedent(
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"""
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Kashmiri
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"""
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),
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"mai": textwrap.dedent(
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"""
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Maithili
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"""
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),
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"ml": textwrap.dedent(
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"""
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Malayalam
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"""
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),
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"mni": textwrap.dedent(
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"""
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Manipuri
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"""
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),
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"mr": textwrap.dedent(
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"""
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Marathi
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"""
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),
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"ne": textwrap.dedent(
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"""
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Nepali
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"""
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),
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"or": textwrap.dedent(
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"""
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Odia
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"""
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),
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"pa": textwrap.dedent(
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"""
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Punjabi
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"""
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),
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"sa": textwrap.dedent(
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"""
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Sanskrit
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"""
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),
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"sat": textwrap.dedent(
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"""
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Santali
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"""
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),
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"sd": textwrap.dedent(
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"""
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Sindhi
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"""
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),
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"ta": textwrap.dedent(
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"""
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Tamil
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"""
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),
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"te": textwrap.dedent(
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"""
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Telugu
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"""
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),
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"ur": textwrap.dedent(
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"""
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Urdu
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"""
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),
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}
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_URL = "https://objectstore.e2enetworks.net/ai4b-public-nlu-nlg/indic-corp-frozen-for-the-paper-oct-2022/{language}.txt"
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_VERSION = datasets.Version("2.0.0", "Second version of IndicCorp")
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class IndicCorpv2(datasets.GeneratorBasedBuilder):
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"""IndicCorpV2 dataset."""
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name=f"{lang}",
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description=f"IndicCorpv2 for {lang}",
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version=_VERSION,
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)
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for lang in _DESCRIPTIONS.keys()
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]
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def _info(self):
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features = datasets.Features(
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{
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"text": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=_INDIC_CORPV2_DESCRIPTION,
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features=features,
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supervised_keys=None,
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homepage="https://github.com/AI4Bharat/IndicBERT/tree/main#indiccorp-v2",
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citation=_INDIC_CORPV2_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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langauge = self.config.name
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splits = {datasets.Split.TRAIN: "train"}
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data_urls = {
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split: _URL.format(language=langauge) for split in splits.values()
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}
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download_paths = dl_manager.download(data_urls)
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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": download_paths[split]},
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) for split in splits
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]
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+
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def _generate_examples(self, filepath):
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"""Yields examples."""
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with open(filepath, encoding="utf-8") as f:
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for idx, row in enumerate(f):
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yield idx, {"text": row.strip()}
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