Datasets:
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Update files from the datasets library (from 1.2.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.2.0
- .gitattributes +27 -0
- README.md +179 -0
- dataset_infos.json +1 -0
- dummy/ar-en/1.0.0/dummy_data.zip +3 -0
- dummy/ar-pl/1.0.0/dummy_data.zip +3 -0
- dummy/en-ru/1.0.0/dummy_data.zip +3 -0
- dummy/en-sl/1.0.0/dummy_data.zip +3 -0
- dummy/en-vi/1.0.0/dummy_data.zip +3 -0
- opus_wikipedia.py +127 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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annotations_creators:
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- found
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language_creators:
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- found
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languages:
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- ar
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- bg
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- cs
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- de
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- el
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- en
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- es
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- fa
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- fr
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- he
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- hu
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- it
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- nl
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- pl
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- pt
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- ro
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- ru
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- sl
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- tr
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- vi
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licenses:
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- unknown
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multilinguality:
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- multilingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- conditional-text-generation
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task_ids:
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- machine-translation
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---
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# Dataset Card Creation Guide
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-instances)
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- [Data Splits](#data-instances)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** http://opus.nlpl.eu/Wikipedia.php
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- **Repository:** None
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- **Paper:** http://www.lrec-conf.org/proceedings/lrec2012/pdf/463_Paper.pdf
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- **Leaderboard:** [More Information Needed]
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- **Point of Contact:** [More Information Needed]
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### Dataset Summary
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To load a language pair which isn't part of the config, all you need to do is specify the language code as pairs.
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You can find the valid pairs in Homepage section of Dataset Description: http://opus.nlpl.eu/Wikipedia.php
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E.g.
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`dataset = load_dataset("wikipedia", lang1="it", lang2="pl")`
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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[More Information Needed]
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## Dataset Structure
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### Data Instances
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[More Information Needed]
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### Data Fields
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[More Information Needed]
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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[More Information Needed]
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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[More Information Needed]
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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### Personal and Sensitive Information
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[More Information Needed]
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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[More Information Needed]
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### Citation Information
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@InProceedings{TIEDEMANN12.463,
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author = {J{\"o}rg 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 Ugur Dogan and Bente Maegaard and Joseph Mariani 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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dataset_infos.json
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{"ar-en": {"description": "This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wo\u0142k and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wo\u0142k and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014\n20 languages, 36 bitexts\ntotal number of files: 114\ntotal number of tokens: 610.13M\ntotal number of sentence fragments: 25.90M\n", "citation": "@InProceedings{TIEDEMANN12.463,\n author = {J\ufffdrg Tiedemann},\n title = {Parallel Data, Tools and Interfaces in OPUS},\n booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},\n year = {2012},\n month = {may},\n date = {23-25},\n address = {Istanbul, Turkey},\n editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},\n publisher = {European Language Resources Association (ELRA)},\n isbn = {978-2-9517408-7-7},\n language = {english}\n }\n", "homepage": "http://opus.nlpl.eu/Wikipedia.php", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "translation": {"languages": ["ar", "en"], "id": null, "_type": "Translation"}}, "post_processed": null, "supervised_keys": null, "builder_name": "opus_wikipedia", "config_name": "ar-en", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 45207715, "num_examples": 151136, "dataset_name": "opus_wikipedia"}}, "download_checksums": {"https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/ar-en.txt.zip": {"num_bytes": 16097997, "checksum": "6cae36918d61b77db5015db59fbd7d0425f148a620e44d1a6d54e821dfe41a08"}}, "download_size": 16097997, "post_processing_size": null, "dataset_size": 45207715, "size_in_bytes": 61305712}, "ar-pl": {"description": "This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wo\u0142k and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wo\u0142k and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014\n20 languages, 36 bitexts\ntotal number of files: 114\ntotal number of tokens: 610.13M\ntotal number of sentence fragments: 25.90M\n", "citation": "@InProceedings{TIEDEMANN12.463,\n author = {J\ufffdrg Tiedemann},\n title = {Parallel Data, Tools and Interfaces in OPUS},\n booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},\n year = {2012},\n month = {may},\n date = {23-25},\n address = {Istanbul, Turkey},\n editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},\n publisher = {European Language Resources Association (ELRA)},\n isbn = {978-2-9517408-7-7},\n language = {english}\n }\n", "homepage": "http://opus.nlpl.eu/Wikipedia.php", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "translation": {"languages": ["ar", "pl"], "id": null, "_type": "Translation"}}, "post_processed": null, "supervised_keys": null, "builder_name": "opus_wikipedia", "config_name": "ar-pl", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 304851676, "num_examples": 823715, "dataset_name": "opus_wikipedia"}}, "download_checksums": {"https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/ar-pl.txt.zip": {"num_bytes": 104585718, "checksum": "4e52cfe2fe1bc4561249091afadd2079b65d739b0ac254a9db0f1e3a3ce9d396"}}, "download_size": 104585718, "post_processing_size": null, "dataset_size": 304851676, "size_in_bytes": 409437394}, "en-sl": {"description": "This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wo\u0142k and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wo\u0142k and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014\n20 languages, 36 bitexts\ntotal number of files: 114\ntotal number of tokens: 610.13M\ntotal number of sentence fragments: 25.90M\n", "citation": "@InProceedings{TIEDEMANN12.463,\n author = {J\ufffdrg Tiedemann},\n title = {Parallel Data, Tools and Interfaces in OPUS},\n booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},\n year = {2012},\n month = {may},\n date = {23-25},\n address = {Istanbul, Turkey},\n editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},\n publisher = {European Language Resources Association (ELRA)},\n isbn = {978-2-9517408-7-7},\n language = {english}\n }\n", "homepage": "http://opus.nlpl.eu/Wikipedia.php", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "translation": {"languages": ["en", "sl"], "id": null, "_type": "Translation"}}, "post_processed": null, "supervised_keys": null, "builder_name": "opus_wikipedia", "config_name": "en-sl", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 30479739, "num_examples": 140124, "dataset_name": "opus_wikipedia"}}, "download_checksums": {"https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/en-sl.txt.zip": {"num_bytes": 11727538, "checksum": "050c79504fb8e49f32e0ab2625dfbe777ed5f7d430e0f154aaafa230dc71350e"}}, "download_size": 11727538, "post_processing_size": null, "dataset_size": 30479739, "size_in_bytes": 42207277}, "en-ru": {"description": "This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wo\u0142k and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wo\u0142k and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014\n20 languages, 36 bitexts\ntotal number of files: 114\ntotal number of tokens: 610.13M\ntotal number of sentence fragments: 25.90M\n", "citation": "@InProceedings{TIEDEMANN12.463,\n author = {J\ufffdrg Tiedemann},\n title = {Parallel Data, Tools and Interfaces in OPUS},\n booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},\n year = {2012},\n month = {may},\n date = {23-25},\n address = {Istanbul, Turkey},\n editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},\n publisher = {European Language Resources Association (ELRA)},\n isbn = {978-2-9517408-7-7},\n language = {english}\n }\n", "homepage": "http://opus.nlpl.eu/Wikipedia.php", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "translation": {"languages": ["en", "ru"], "id": null, "_type": "Translation"}}, "post_processed": null, "supervised_keys": null, "builder_name": "opus_wikipedia", "config_name": "en-ru", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 167649057, "num_examples": 572717, "dataset_name": "opus_wikipedia"}}, "download_checksums": {"https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/en-ru.txt.zip": {"num_bytes": 57356138, "checksum": "7c863f5038ff572738ecab2bc5a4ecef08eb5d27cba6cc54a671a596098fc689"}}, "download_size": 57356138, "post_processing_size": null, "dataset_size": 167649057, "size_in_bytes": 225005195}, "en-vi": {"description": "This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wo\u0142k and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wo\u0142k and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014\n20 languages, 36 bitexts\ntotal number of files: 114\ntotal number of tokens: 610.13M\ntotal number of sentence fragments: 25.90M\n", "citation": "@InProceedings{TIEDEMANN12.463,\n author = {J\ufffdrg Tiedemann},\n title = {Parallel Data, Tools and Interfaces in OPUS},\n booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},\n year = {2012},\n month = {may},\n date = {23-25},\n address = {Istanbul, Turkey},\n editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},\n publisher = {European Language Resources Association (ELRA)},\n isbn = {978-2-9517408-7-7},\n language = {english}\n }\n", "homepage": "http://opus.nlpl.eu/Wikipedia.php", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "translation": {"languages": ["en", "vi"], "id": null, "_type": "Translation"}}, "post_processed": null, "supervised_keys": null, "builder_name": "opus_wikipedia", "config_name": "en-vi", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7571598, "num_examples": 58116, "dataset_name": "opus_wikipedia"}}, "download_checksums": {"https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/en-vi.txt.zip": {"num_bytes": 2422413, "checksum": "4214b9b17a3b6780ebacfdcd9d7ad256d03e61bbe43c786228f740c7c7a4a1e1"}}, "download_size": 2422413, "post_processing_size": null, "dataset_size": 7571598, "size_in_bytes": 9994011}}
|
dummy/ar-en/1.0.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:306d1cdc1079c0f537d9ae91d8f3e9cb650015ca2a7acab689715b2d541c8aaa
|
3 |
+
size 1523
|
dummy/ar-pl/1.0.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1f17c48b6c3031b0e7a6bcfe404073852cc4cd6f995fca25cf7856d1b2ad72e6
|
3 |
+
size 1777
|
dummy/en-ru/1.0.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a2bc868b93608c6cb88d41fb839f0746887648082a1174618c4a0bd09aece4e7
|
3 |
+
size 1474
|
dummy/en-sl/1.0.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5a75625752bb2b717ee459f471bda73ed7307be237cc4564c6f300270475fc57
|
3 |
+
size 1205
|
dummy/en-vi/1.0.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d4e601f5574406bf5bdbb8f3a8fac7d075f1952775f8b6b70ebed7a81fea8070
|
3 |
+
size 1389
|
opus_wikipedia.py
ADDED
@@ -0,0 +1,127 @@
|
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|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# coding=utf-8
|
2 |
+
# Copyright 2020 HuggingFace Datasets Authors.
|
3 |
+
#
|
4 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
5 |
+
# you may not use this file except in compliance with the License.
|
6 |
+
# You may obtain a copy of the License at
|
7 |
+
#
|
8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
9 |
+
#
|
10 |
+
# Unless required by applicable law or agreed to in writing, software
|
11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
12 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
13 |
+
# See the License for the specific language governing permissions and
|
14 |
+
# limitations under the License.
|
15 |
+
|
16 |
+
# Lint as: python3
|
17 |
+
import os
|
18 |
+
|
19 |
+
import datasets
|
20 |
+
|
21 |
+
|
22 |
+
_DESCRIPTION = """\
|
23 |
+
This is a corpus of parallel sentences extracted from Wikipedia by Krzysztof Wołk and Krzysztof Marasek. Please cite the following publication if you use the data: Krzysztof Wołk and Krzysztof Marasek: Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairs., Procedia Technology, 18, Elsevier, p.126-132, 2014
|
24 |
+
20 languages, 36 bitexts
|
25 |
+
total number of files: 114
|
26 |
+
total number of tokens: 610.13M
|
27 |
+
total number of sentence fragments: 25.90M
|
28 |
+
"""
|
29 |
+
_HOMEPAGE_URL = "http://opus.nlpl.eu/Wikipedia.php"
|
30 |
+
_CITATION = """\
|
31 |
+
@InProceedings{TIEDEMANN12.463,
|
32 |
+
author = {J{\"o}rg Tiedemann},
|
33 |
+
title = {Parallel Data, Tools and Interfaces in OPUS},
|
34 |
+
booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)},
|
35 |
+
year = {2012},
|
36 |
+
month = {may},
|
37 |
+
date = {23-25},
|
38 |
+
address = {Istanbul, Turkey},
|
39 |
+
editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Ugur Dogan and Bente Maegaard and Joseph Mariani and Jan Odijk and Stelios Piperidis},
|
40 |
+
publisher = {European Language Resources Association (ELRA)},
|
41 |
+
isbn = {978-2-9517408-7-7},
|
42 |
+
language = {english}
|
43 |
+
}
|
44 |
+
"""
|
45 |
+
|
46 |
+
_VERSION = "1.0.0"
|
47 |
+
_BASE_NAME = "Wikipedia.{}.{}"
|
48 |
+
_BASE_URL = "https://object.pouta.csc.fi/OPUS-Wikipedia/v1.0/moses/{}-{}.txt.zip"
|
49 |
+
# Please note that only few pairs are shown here. You can use config to generate data for all language pairs
|
50 |
+
_LANGUAGE_PAIRS = [
|
51 |
+
("ar", "en"),
|
52 |
+
("ar", "pl"),
|
53 |
+
("en", "sl"),
|
54 |
+
("en", "ru"),
|
55 |
+
("en", "vi"),
|
56 |
+
]
|
57 |
+
|
58 |
+
|
59 |
+
class WikipediaConfig(datasets.BuilderConfig):
|
60 |
+
def __init__(self, *args, lang1=None, lang2=None, **kwargs):
|
61 |
+
super().__init__(
|
62 |
+
*args,
|
63 |
+
name=f"{lang1}-{lang2}",
|
64 |
+
**kwargs,
|
65 |
+
)
|
66 |
+
self.lang1 = lang1
|
67 |
+
self.lang2 = lang2
|
68 |
+
|
69 |
+
|
70 |
+
class OpusWikipedia(datasets.GeneratorBasedBuilder):
|
71 |
+
BUILDER_CONFIGS = [
|
72 |
+
WikipediaConfig(
|
73 |
+
lang1=lang1,
|
74 |
+
lang2=lang2,
|
75 |
+
description=f"Translating {lang1} to {lang2} or vice versa",
|
76 |
+
version=datasets.Version(_VERSION),
|
77 |
+
)
|
78 |
+
for lang1, lang2 in _LANGUAGE_PAIRS
|
79 |
+
]
|
80 |
+
BUILDER_CONFIG_CLASS = WikipediaConfig
|
81 |
+
|
82 |
+
def _info(self):
|
83 |
+
return datasets.DatasetInfo(
|
84 |
+
description=_DESCRIPTION,
|
85 |
+
features=datasets.Features(
|
86 |
+
{
|
87 |
+
"id": datasets.Value("string"),
|
88 |
+
"translation": datasets.Translation(languages=(self.config.lang1, self.config.lang2)),
|
89 |
+
},
|
90 |
+
),
|
91 |
+
supervised_keys=None,
|
92 |
+
homepage=_HOMEPAGE_URL,
|
93 |
+
citation=_CITATION,
|
94 |
+
)
|
95 |
+
|
96 |
+
def _split_generators(self, dl_manager):
|
97 |
+
def _base_url(lang1, lang2):
|
98 |
+
return _BASE_URL.format(lang1, lang2)
|
99 |
+
|
100 |
+
download_url = _base_url(self.config.lang1, self.config.lang2)
|
101 |
+
path = dl_manager.download_and_extract(download_url)
|
102 |
+
return [
|
103 |
+
datasets.SplitGenerator(
|
104 |
+
name=datasets.Split.TRAIN,
|
105 |
+
gen_kwargs={"datapath": path},
|
106 |
+
)
|
107 |
+
]
|
108 |
+
|
109 |
+
def _generate_examples(self, datapath):
|
110 |
+
l1, l2 = self.config.lang1, self.config.lang2
|
111 |
+
folder = l1 + "-" + l2
|
112 |
+
l1_file = _BASE_NAME.format(folder, l1)
|
113 |
+
l2_file = _BASE_NAME.format(folder, l2)
|
114 |
+
l1_path = os.path.join(datapath, l1_file)
|
115 |
+
l2_path = os.path.join(datapath, l2_file)
|
116 |
+
with open(l1_path, encoding="utf-8") as f1, open(l2_path, encoding="utf-8") as f2:
|
117 |
+
for sentence_counter, (x, y) in enumerate(zip(f1, f2)):
|
118 |
+
x = x.strip()
|
119 |
+
y = y.strip()
|
120 |
+
result = (
|
121 |
+
sentence_counter,
|
122 |
+
{
|
123 |
+
"id": str(sentence_counter),
|
124 |
+
"translation": {l1: x, l2: y},
|
125 |
+
},
|
126 |
+
)
|
127 |
+
yield result
|