Commit
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Parent(s):
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First commit.
Browse filesAdded readme and script with generated urls
- README.md +7 -0
- rosetta_balcanica.py +106 -0
README.md
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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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# 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).
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rosetta_balcanica.py
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#!/usr/bin/env python
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from pyexpat import features
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import datasets
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supported_wb = ['ma', 'sh']
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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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_CITATION="""
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TBA
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"""
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_VERSION='1.0.0'
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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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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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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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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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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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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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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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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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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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