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Added readme and script with generated urls

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  1. README.md +7 -0
  2. rosetta_balcanica.py +106 -0
README.md ADDED
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+ # Dataset Summary
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+ We present *rosetta-balcanica* a manually extracted multilingual machine translation dataset for low resource
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+ western Balkan languages. The documents were sourced from Organization for Security and Co-operation in Europe (OSCE)
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+ website by applying appropriate language filters. Filtered list of documents can be found [here](https://www.osce.org/resources/documents?filters=%20sm_translations%3A%28sq%29&solrsort=score%20desc&rows=10).
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+
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+ # Languages Supported
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+ Currently, our dataset has documents sourced from [Macedonian](https://github.com/ebegoli/rosetta-balcanica) and [Albanian](https://en.wikipedia.org/wiki/Albanian_language)(also known as Shqip).
rosetta_balcanica.py ADDED
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+ #!/usr/bin/env python
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+
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+ from pyexpat import features
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+ import datasets
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+
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+ supported_wb = ['ma', 'sh']
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+
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+ _DESCRIPTION="""
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+ Evaluation datasets for low resource western Balkan languages. Currently, we include translatino
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+ datasets for Macedonian and Albanian (also known as Shqip).
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+ """
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+
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+ _CITATION="""
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+ TBA
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+ """
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+
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+ _VERSION='1.0.0'
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+
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+ # Construct the URLs from Github. The URLs are a nested dictionary of the format:
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+ # [language_pair][language][split]
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+ _URL_PREFIX='https://raw.githubusercontent.com/ebegoli/rosetta-balcanica/main/dataset/huggingface_hub'
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+ _URLS = {}
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+ for lang in supported_wb:
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+ lang_pair = f'en-{lang}'
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+ _URLS[lang_pair] = {
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+ 'en': {
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+ 'train': f'{_URL_PREFIX}/{lang_pair}/train_en.txt',
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+ 'test': f'{_URL_PREFIX}/{lang_pair}/test_en.txt',
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+ },
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+ f'{lang}': {
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+ 'train': f'{_URL_PREFIX}/{lang_pair}/train_{lang}.txt',
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+ 'test': f'{_URL_PREFIX}/{lang_pair}/test_{lang}.txt',
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+ }
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+ }
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+
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+ class RosettaBalcanicaConfig(datasets.BuilderConfig):
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+ """BuilderConfig for RosettaBalcanica
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+ """
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+ def __init__(self, wb_lang=None, **kwargs):
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+ super(RosettaBalcanicaConfig, self).__init__(
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+ name=f'{wb_lang}en',
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+ description=f'Translation dataset between en and {wb_lang}',
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+ version=datasets.Version(_VERSION, ""),
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+ **kwargs
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+ )
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+
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+ assert wb_lang in supported_wb, (f"Invalid west Balkan language: {wb_lang}. Supported languages are {supported_wb}.")
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+ self.wb_lang = wb_lang
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+
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+
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+ class RosettaBalcanica(datasets.GeneratorBasedBuilder):
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+ """Rosetta Balcanica low resource western Balkan languates machine translation dataset.
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+ """
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+
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+ BUILDER_CONFIGS = [
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+ RosettaBalcanicaConfig(
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+ wb_lang=wb_lang,
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+ )
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+ for wb_lang in supported_wb
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+ ]
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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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+ features=datasets.Features(
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+ {
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+ 'id': datasets.Value('string'),
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+ 'translation': datasets.Translation(languages=('en', self.config.wb_lang)),
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+ },
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+ ),
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+ supervised_keys=('en', self.config.wb_lang),
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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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+ data_dir = f'rosetta_balcanica/en-{self.config.wb_lang}'
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+ files = {}
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+ for split in ('train', 'test'):
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+ files[split] = {
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+ 'en': f'{data_dir}/{split}_en',
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+ self.config.wb_lang: f'{data_dir}/{split}_{self.config.wb_lang}',
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+ }
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+
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gdefault_lang_kwargs=files['train']),
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+ datasets.SplitGenerator(name=datasets.Split.TEST, gdefault_lang_kwargs=files['test']),
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+ ]
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+
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+ def _generate_examples(self, en_path, wb_path):
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+ with open(en_path, encoding='utf-8') as f1, open(wb_path, encoding='utf-8') as f2:
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+ for sent_counter, (en_sent, wb_sent) in enumerate(zip(f1, f2)):
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+ en_sent = en_sent.strip()
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+ wb_sent = wb_sent.strip()
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+ result = (
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+ sent_counter,
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+ {
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+ 'id': str(sent_counter),
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+ 'translation': {'en': en_sent, f'{self.config.wb_lang}': wb_sent},
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+ },
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+ )
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+ yield result
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+
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+
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+
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+
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+