Datasets:
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Browse files- opus_paracrawl.py +0 -155
opus_paracrawl.py
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# coding=utf-8
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# Copyright 2020 HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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import os
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import datasets
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_DESCRIPTION = """\
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Parallel corpora from Web Crawls collected in the ParaCrawl project.
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42 languages, 43 bitexts
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total number of files: 59,996
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total number of tokens: 56.11G
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total number of sentence fragments: 3.13G
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"""
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_HOMEPAGE = "http://opus.nlpl.eu/ParaCrawl.php"
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_CITATION = r"""\
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@inproceedings{banon-etal-2020-paracrawl,
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title = "{P}ara{C}rawl: Web-Scale Acquisition of Parallel Corpora",
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author = "Ba{\~n}{\'o}n, Marta and
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Chen, Pinzhen and
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Haddow, Barry and
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Heafield, Kenneth and
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Hoang, Hieu and
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Espl{\`a}-Gomis, Miquel and
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Forcada, Mikel L. and
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Kamran, Amir and
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Kirefu, Faheem and
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Koehn, Philipp and
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Ortiz Rojas, Sergio and
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Pla Sempere, Leopoldo and
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Ram{\'\i}rez-S{\'a}nchez, Gema and
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Sarr{\'\i}as, Elsa and
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Strelec, Marek and
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Thompson, Brian and
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Waites, William and
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Wiggins, Dion and
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Zaragoza, Jaume",
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booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics",
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month = jul,
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year = "2020",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2020.acl-main.417",
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doi = "10.18653/v1/2020.acl-main.417",
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pages = "4555--4567",
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}
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@InProceedings{TIEDEMANN12.463,
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author = {Jörg Tiedemann},
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title = {Parallel Data, Tools and Interfaces in OPUS},
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booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},
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year = {2012},
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month = {may},
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date = {23-25},
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address = {Istanbul, Turkey},
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editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Uğur Doğan and Bente Maegaard and Joseph Mariani and Asuncion Moreno and Jan Odijk and Stelios Piperidis},
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publisher = {European Language Resources Association (ELRA)},
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isbn = {978-2-9517408-7-7},
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language = {english}
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}
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"""
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_VERSION = "9.0.0"
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_BASE_NAME = "ParaCrawl.{}.{}"
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_BASE_URL = "https://object.pouta.csc.fi/OPUS-ParaCrawl/v9/moses/{}-{}.txt.zip"
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# Please note that only few pairs are shown here. You can use config to generate data for all language pairs
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_LANGUAGE_PAIRS = [
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("el", "en"),
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("en", "km"),
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("en", "so"),
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("de", "pl"),
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("fr", "nl"),
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("en", "sw"),
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("en", "tl"),
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("es", "gl"),
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]
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class ParaCrawlConfig(datasets.BuilderConfig):
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def __init__(self, *args, lang1=None, lang2=None, **kwargs):
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super().__init__(
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*args,
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name=f"{lang1}-{lang2}",
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**kwargs,
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)
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assert lang1 != lang2, "'language 1' & 'language 2' should be different from each other"
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self.lang1 = lang1
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self.lang2 = lang2
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class OpusParaCrawl(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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ParaCrawlConfig(
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lang1=lang1,
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lang2=lang2,
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description=f"Translating {lang1} to {lang2} or vice versa",
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version=datasets.Version(_VERSION),
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)
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for lang1, lang2 in _LANGUAGE_PAIRS
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]
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BUILDER_CONFIG_CLASS = ParaCrawlConfig
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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=(self.config.lang1, self.config.lang2)),
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},
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),
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supervised_keys=None,
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homepage=_HOMEPAGE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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download_url = _BASE_URL.format(self.config.lang1, self.config.lang2)
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path = dl_manager.download_and_extract(download_url)
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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={"datapath": path},
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)
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]
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def _generate_examples(self, datapath):
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lang1, lang2 = self.config.lang1, self.config.lang2
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folder = lang1 + "-" + lang2
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lang1_filename = _BASE_NAME.format(folder, lang1)
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lang2_filename = _BASE_NAME.format(folder, lang2)
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lang1_path = os.path.join(datapath, lang1_filename)
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lang2_path = os.path.join(datapath, lang2_filename)
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with open(lang1_path, encoding="utf-8") as f1, open(lang2_path, encoding="utf-8") as f2:
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for id_, (lang1_sentence, lang2_sentence) in enumerate(zip(f1, f2)):
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lang1_sentence = lang1_sentence.strip()
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lang2_sentence = lang2_sentence.strip()
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yield id_, {
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"id": str(id_),
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"translation": {lang1: lang1_sentence, lang2: lang2_sentence},
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}
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