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MorisienMT.py DELETED
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- import json
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- import os
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-
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- import datasets
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-
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- _CITATION = """\
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- Not Yet
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- """
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-
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- _DESCRIPTION = """\
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- This is the MorisienMT dataset for Muritian Creole Machine translation, English-Creole and French-Creole machine translation to be specific. See readme/datacard for details.
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- """
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- _HOMEPAGE = "https://huggingface.co/datasets/prajdabre/MorisienMT"
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-
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- _LICENSE = "Creative Commons Attribution-NonCommercial 4.0 International Public License"
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-
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- _URL = "https://huggingface.co/datasets/prajdabre/MorisienMT/resolve/main/data/{}.zip"
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-
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-
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- _LANGUAGE_PAIRS = [
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- "en-cr",
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- "fr-cr",
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- "cr"
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- ]
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-
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-
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- class MorisienMT(datasets.GeneratorBasedBuilder):
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- VERSION = datasets.Version("1.0.0")
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-
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- BUILDER_CONFIGS = [
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- datasets.BuilderConfig(
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- name="{}".format(lang),
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- version=datasets.Version("1.0.0")
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- )
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- for lang in _LANGUAGE_PAIRS
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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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- "input": datasets.Value("string"),
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- "target": datasets.Value("string"),
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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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- license=_LICENSE,
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- version=self.VERSION,
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- )
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-
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- def _split_generators(self, dl_manager):
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- """Returns SplitGenerators."""
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- lang = str(self.config.name)
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- url = _URL.format(lang)
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-
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- data_dir = dl_manager.download_and_extract(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={
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- "filepath": os.path.join(data_dir, lang + "_train.jsonl"),
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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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- "filepath": os.path.join(data_dir, lang + "_test.jsonl"),
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- },
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- ),
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- datasets.SplitGenerator(
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- name=datasets.Split.VALIDATION,
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- gen_kwargs={
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- "filepath": os.path.join(data_dir, lang + "_dev.jsonl"),
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- },
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- ),
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- ]
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-
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- def _generate_examples(self, filepath):
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- """Yields examples as (key, example) tuples."""
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- with open(filepath, encoding="utf-8") as f:
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- for idx_, row in enumerate(f):
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- data = json.loads(row)
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- yield idx_, {
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- "input": data["input"],
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- "target": data["target"],
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-
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README.md DELETED
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- ---
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- license: cc
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- ---
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-
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- MorisienMT is a dataset for Mauritian Creole Machine Translation.
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- This dataset consists of training, development and test set splits for English--Creole as well as French--Creole translation.
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- The data comes from a variety of sources and hence can be considered as belonging to the general domain.
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-
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- The development and test sets consist of 500 and 1000 sentences respectively. Both evaluation sets are trilingual.
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-
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- The training set for English--Creole contains 21,810 lines.
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- The training set for French--Creole contains 15,239 lines.
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- Additionally, one can extract a trilingual English-French-Creole training set of 13,861 lines using Creole as a pivot.
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-
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- Finally, we also provide a Creole monolingual corpus of 45,364 lines.
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-
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- Note that a significant portion of the dataset is a dictionary of word pairs/triplets, nevertheless it is a start.
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-
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- Usage: (TODO: beautify)
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- 1. Using huggingface datasets: load_dataset("prajdabre/MorisienMT", "en-cr", split="train")
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- 2. Convert to moses format: load the dataset as in step 1, each item is a json object so iterate over the loaded dataset object and use the key and value, "input" and "target" respectively, to get the translation pairs.
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-
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- Feel free to use the dataset for your research but don't forget to attribute our upcoming paper which will be uploaded to arxiv shortly.
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-
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- Note: MorisienMT was originally partly developed by Dr Aneerav Sukhoo from the University of Mauritius in 2014 when he was a visiting researcher in IIT Bombay.
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- Dr Sukhoo and I worked on the MT experiments together, but never publicly released the dataset back then.
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- Furthermore, the dataset splits and experiments were not done in a highly principled manner, which is required in the present day.
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- Therefore, we improve the quality of splits and officially release the data for people to use.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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