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README.md DELETED
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- ---
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- language:
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- - om
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- - am
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- - rw
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- - rn
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- - ha
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- - ig
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- - pcm
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- - so
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- - sw
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- - ti
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- - yo
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- - multilingual
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-
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- license: apache-2.0
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-
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- task_categories:
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- - text-generation
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- task_ids:
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- - language-modeling
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- ---
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-
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- # Dataset Card for AfriBERTa's Corpus
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-
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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 and Leaderboards](#supported-tasks-and-leaderboards)
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- - [Languages](#languages)
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- - [Loading Dataset](#loading-dataset)
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- - [Dataset Structure](#dataset-structure)
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- - [Data Instances](#data-instances)
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- - [Data Fields](#data-fields)
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- - [Data Splits](#data-splits)
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- - [Considerations for Using the Data](#considerations-for-using-the-data)
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- - [Discussion of Biases](#discussion-of-biases)
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- - [Additional Information](#additional-information)
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- - [Citation Information](#citation-information)
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- - [Contributions](#contributions)
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-
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- ## Dataset Description
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-
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- ### Dataset Summary
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- This is the corpus on which AfriBERTa was trained on.
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- The dataset is mostly from the BBC news website, but some languages also have data from Common Crawl.
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-
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- - **Homepage:** https://github.com/keleog/afriberta
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- - **Models:**
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- - https://huggingface.co/castorini/afriberta_small
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- - https://huggingface.co/castorini/afriberta_base
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- - https://huggingface.co/castorini/afriberta_large
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- - **Paper:** https://aclanthology.org/2021.mrl-1.11/
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- - **Point of Contact:** kelechi.ogueji@uwaterloo.ca
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-
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-
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- ### Supported Tasks and Leaderboards
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- The AfriBERTa corpus was mostly intended to pre-train language models.
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-
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- ### Languages
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- ```
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- afaanoromoo
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- amharic
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- gahuza
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- hausa
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- igbo
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- pidgin
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- somali
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- swahili
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- tigrinya
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- yoruba
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- ```
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- ### Loading Dataset
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- An example to load the train split of the Somali corpus:
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- ```
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- dataset = load_dataset("castorini/afriberta-corpus", "somali", split="train")
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- ```
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-
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- An example to load the test split of the Pidgin corpus:
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- ```
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- dataset = load_dataset("castorini/afriberta-corpus", "pidgin", split="test")
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- ```
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-
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- ## Dataset Structure
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-
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- ### Data Instances
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- Each data point is a line of text.
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- An example from the `igbo` dataset:
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- ```
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- {"id": "6", "text": "Ngwá ọrụ na-echebe ma na-ebuli gị na kọmputa."}
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- ```
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-
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- ### Data Fields
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-
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- The data fields are:
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-
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- - id: id of the example
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- - text: content as a string
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-
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- ### Data Splits
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- Each language has a train and test split, with varying sizes.
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-
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- ## Considerations for Using the Data
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-
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- ### Discussion of Biases
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- Since majority of the data is obtained from the BBC's news website, models trained on this dataset are likely going to
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- be biased towards the news domain.
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-
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- Also, since some of the data is obtained from Common Crawl, care should be taken (especially for text generation models) since personal and sensitive information might be present.
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-
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- ## Additional Information
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- ### Citation Information
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- ```
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- @inproceedings{ogueji-etal-2021-small,
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- title = "Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages",
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- author = "Ogueji, Kelechi and
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- Zhu, Yuxin and
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- Lin, Jimmy",
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- booktitle = "Proceedings of the 1st Workshop on Multilingual Representation Learning",
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- month = nov,
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- year = "2021",
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- address = "Punta Cana, Dominican Republic",
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- publisher = "Association for Computational Linguistics",
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- url = "https://aclanthology.org/2021.mrl-1.11",
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- pages = "116--126",
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- }
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- ```
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-
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- ### Contributions
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- Thanks to [Kelechi Ogueji](https://github.com/keleog) for adding this dataset.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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afriberta-corpus.py DELETED
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- # coding=utf-8
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- # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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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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-
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- # Lint as: python3
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-
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- import os
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- import datasets
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-
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- _DESCRIPTION = """\
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- Corpus used for training AfriBERTa models
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- """
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- _CITATION = """\
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- @inproceedings{ogueji-etal-2021-small,
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- title = "Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages",
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- author = "Ogueji, Kelechi and
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- Zhu, Yuxin and
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- Lin, Jimmy",
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- booktitle = "Proceedings of the 1st Workshop on Multilingual Representation Learning",
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- month = nov,
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- year = "2021",
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- address = "Punta Cana, Dominican Republic",
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- publisher = "Association for Computational Linguistics",
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- url = "https://aclanthology.org/2021.mrl-1.11",
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- pages = "116--126",
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- }
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- """
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- _HOMEPAGE_URL = "https://github.com/keleog/afriberta"
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- _VERSION = "1.0.0"
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- _LANGUAGES = [
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- "afaanoromoo",
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- "amharic",
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- "gahuza",
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- "hausa",
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- "igbo",
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- "pidgin",
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- "somali",
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- "swahili",
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- "tigrinya",
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- "yoruba"]
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-
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- _DATASET_URLS = {
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- language: {
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- "train": f"https://huggingface.co/datasets/castorini/afriberta-corpus/resolve/main/{language}/train.zip",
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- "test": f"https://huggingface.co/datasets/castorini/afriberta-corpus/resolve/main/{language}/eval.zip",
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- } for language in _LANGUAGES
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- }
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-
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- class AfribertaCorpus(datasets.GeneratorBasedBuilder):
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- BUILDER_CONFIGS = [
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- datasets.BuilderConfig(
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- version=datasets.Version(_VERSION),
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- name=language,
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- description=f"AfriBERTa corpus for {language}."
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- ) for language in _LANGUAGES
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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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- "text": datasets.Value("string"),
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- },
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- ),
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- supervised_keys=None,
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- homepage=_HOMEPAGE_URL,
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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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- language = self.config.name
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- downloaded_files = dl_manager.download_and_extract(_DATASET_URLS[language])
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-
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- splits = [
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- datasets.SplitGenerator(
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- name=datasets.Split.TRAIN,
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- gen_kwargs={
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- "file_path": os.path.join(downloaded_files["train"], "train.txt"),
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- },
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- ),
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- datasets.SplitGenerator(
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- name=datasets.Split.TEST,
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- gen_kwargs={
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- "file_path": os.path.join(downloaded_files["test"], "eval.txt"),
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- },
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- ),
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- ]
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- return splits
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-
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- def _generate_examples(self, file_path):
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- with open(file_path, encoding="utf-8") as f:
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- for sentence_counter, line in enumerate(f):
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- result = (
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- sentence_counter,
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- {
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- "id": str(sentence_counter),
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- "text": line,
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- },
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- )
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- yield result
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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